Information processing device, information processing system, information processing method, and program

Abstract

To provide an information processing device capable of improving the accuracy of processing from source text, an information processing system, an information processing method, and a program.SOLUTION: An information processing device comprises: a description acquisition unit which acquires a description of a transaction target input by the transaction target's administrator; a guideline information acquisition unit which acquires guideline information related to a summary of the description of the transaction target acquired by the description acquisition unit from a storage unit; and a summary sentence acquisition unit which acquires a summary sentence of the transaction target, which is a summary of the description of the transaction target acquired by the description acquisition unit, by transmitting the description of the transaction target acquired by the description acquisition unit and the guideline information acquired by the guideline information acquisition unit to a summary model.SELECTED DRAWING: Figure 8

Description

Technical Field

[0001] The present invention relates to an information processing apparatus, an information processing system, an information processing method, and a program.

Background Art

[0002] Conventionally, for example, as shown in Patent Document 1, there is known an information processing system that obtains a summary sentence as a processed sentence by inputting a product description sentence as an original text into a learning model on a product sales page on an e-commerce site. In such an e-commerce site, a product description sentence is input by an administrator of the product to be traded.

Prior Art Documents

Patent Documents

[0003]

Patent Document 1

Summary of the Invention

Problems to be Solved by the Invention

[0004] However, in such an information processing system, depending on the original text input by the administrator, it may not be processed as desired in the operation of the information processing system. For this reason, it is desired to improve the accuracy of processing from the original text.

Means for Solving the Problems

[0005] The information processing apparatus for solving the above problems includes a description sentence acquisition unit that acquires a description sentence of a transaction target input by an administrator of the transaction target, a pointer information acquisition unit that acquires pointer information regarding a summary of the description sentence of the transaction target acquired by the description sentence acquisition unit from a storage unit, and a summary sentence acquisition unit that transmits the description sentence of the transaction target acquired by the description sentence acquisition unit and the pointer information acquired by the pointer information acquisition unit to a summary model, thereby acquiring a summary sentence of the transaction target that summarizes the description sentence of the transaction target acquired by the description sentence acquisition unit.

[0006] The information management system for solving the above problems includes a description text acquisition unit that acquires a description text of a transaction target input by an administrator of the transaction target, a guideline information acquisition unit that acquires guideline information regarding a summary of the description text of the transaction target acquired by the description text acquisition unit, and a summary text acquisition unit that acquires a summary text of the transaction target obtained by summarizing the description text of the transaction target acquired by the description text acquisition unit by transmitting the description text of the transaction target acquired by the description text acquisition unit and the guideline information acquired by the guideline information acquisition unit to a summary model.

[0007] The information management method for solving the above problems is executed by one or more computers to acquire a description text of a transaction target input by an administrator of the transaction target, acquire guideline information regarding a summary of the description text of the transaction target, and acquire a summary text of the transaction target obtained by summarizing the description text of the transaction target by transmitting the description text of the transaction target and the guideline information to a summary model.

[0008] The program for solving the above problems causes one or more computers to acquire a description text of a transaction target input by an administrator of the transaction target, acquire guideline information regarding a summary of the description text of the transaction target, and acquire a summary text of the transaction target obtained by summarizing the description text of the transaction target by transmitting the description text of the transaction target and the guideline information to a summary model.

Effect of the Invention

[0009] According to the present invention, the accuracy of processing from the original text can be improved.

Brief Description of the Drawings

[0010]

Figure 1

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MODE FOR CARRYING OUT THE INVENTION

[0011] [First Embodiment] An embodiment of an information processing apparatus, an information processing system, an information processing method, and a program will be described.

[0012] <Configuration of Information Processing System 10> As shown in FIG. 1, the information processing system 10 is a system that processes information. The information processing system 10 is a system that provides information to a user who uses the information processing system 10. The information processing system 10 is a system that controls services provided to the user.

[0013] The information processing system 10 includes an information processing apparatus 11. The information processing apparatus 11 is an apparatus that processes information. The information processing apparatus 11 controls information provided to the user. The information processing apparatus 11 controls services provided to the user. The information processing apparatus 11 is managed by an administrator of the information processing apparatus 11. The information processing apparatus 11 is managed by an operator of the information processing system 10.

[0014] The information processing system 10 may include a travel management server 12. The information processing system 10 may include a plurality of travel management servers 12. The travel management server 12 is a server that provides travel services to users. The travel management server 12 is a server that manages information related to travel. The travel management server 12 manages information input by the administrator of the transaction target. The administrator of the transaction target is a person who provides travel services. To give a specific example, the transaction target includes hotels, restaurants, and travel documents, and the transactions include reservations, purchases, sales, rentals, and uses.

[0015] The plurality of travel management servers 12 may include a first travel management server 12A. The first travel management server 12A is a server that manages information related to travel in at least the first country. The first travel management server 12A is a server that manages information related to travel in which the first language is used. For example, the first country may be Japan and the first language may be Japanese.

[0016] The plurality of travel management servers 12 may include a second travel management server 12B. The second travel management server 12B may be a server that manages information related to travel in the second country. The second travel management server 12B may be a server that manages information related to travel in the first country. The second travel management server 12B is a server that manages information related to travel in which the second language is used. For example, the second country may be the United States of America and the second language may be English.

[0017] The information processing system 10 may include a large language model (LLM) server 17. Hereinafter, the large language model server 17 is referred to as the LLM server 17. The information processing system 10 may include a plurality of LLM servers 17. The plurality of LLM servers 17 may include a first LLM server 17A and a second LLM server 17B.

[0018] The LLM server 17 is a server equipped with a large language model. A large language model is a language model constructed by a large amount of data and deep learning technology. The LLM server 17 has a function of controlling various texts using generative artificial intelligence. The LLM server 17 is equipped with various learning models of generative artificial intelligence.

[0019] Taking a specific example, the LLM server 17 has a function of summarizing the input text. The LLM server 17 is equipped with a summarization model using generative artificial intelligence. The summarization model is a learning model related to text summarization. The summarization model corresponds to an example of a processing model. The processing model is a learning model related to the processing of the original text.

[0020] The LLM server 17 has a function of translating the input text into a predetermined language. The LLM server 17 has a translation model using generative artificial intelligence. The translation model is a learning model related to text translation.

[0021] The LLM server 17 has a function of evaluating the input text by comparing the input text. The LLM server 17 has an evaluation model using generative artificial intelligence. The evaluation model is a learning model for evaluating the input text by comparing the input text.

[0022] The information processing system 10 may include one or more terminal devices 18. As a specific example, the information processing system 10 may include a user terminal device. The user terminal device is a terminal device used by a user. The user terminal device may be a portable terminal device that can be carried by the user. The user is also a person who plans to conduct transactions with the transaction target.

[0023] The information processing device 11, one or more travel management servers 12, one or more LLM servers 17, and one or more terminal devices 18 are communicably connected via a network 19. At least any combination of the information processing device 11, one or more travel management servers 12, one or more LLM servers 17, and one or more terminal devices 18 may be directly communicably connected without going through the network 19. Hereinafter, the description of communication via the network 19 for communication between each device will be omitted.

[0024] <Configuration of Terminal Device 18> As shown in FIG. 2, the terminal device 18 is composed of one or more computers. The terminal device 18 includes a terminal control unit 20, a terminal storage unit 21, a terminal communication unit 22, a terminal input unit 23, and a terminal display unit 24.

[0025] The terminal control unit 20 is configured to control the terminal device 18. The terminal control unit 20 includes an arithmetic device and a main storage medium. The arithmetic device loads an OS (Operating System) and a program from the terminal storage unit 21 into the main storage medium and executes the instructions retrieved from the main storage medium. The arithmetic device is one or more circuits. The circuit may be a CPU (Central Processing Unit), a GPU (Graphic Processing Unit), or an NPU (Neural network Processing Unit). The terminal storage unit 21 is a secondary storage medium and may store a program. The program may be a dedicated application for using the information processing system 10.

[0026] The terminal communication unit 22 is implemented as hardware, software, or a combination thereof. The terminal communication unit 22 transmits and receives data to and from the information processing device 11. The terminal input unit 23 is configured to input information according to a user's operation. The terminal input unit 23 may be a touch panel integrated with the terminal display unit 24. The terminal input unit 23 may be a pointing device of an operation button. The terminal display unit 24 displays information according to an output instruction of the terminal control unit 20.

[0027] <Configuration of the information processing device 11> As shown in FIG. 3, the information processing device 11 is composed of one or more computers. The information processing device 11 includes a control unit 30, a storage unit 31, and a communication unit 32. The control unit 30 is configured to control the information processing device 11. The control unit 30 includes an arithmetic device and a main storage medium. The control unit 30 has the same configuration as the terminal control unit 20, and the description of the arithmetic device and the main storage medium is omitted. The storage unit 31 is a secondary storage medium and stores information for managing the information processing device 11.

[0028] The communication unit 32 is implemented as hardware, software, or a combination thereof. The communication unit 32 transmits and receives data to and from one or more travel management servers 12 and one or more LLM servers 17. The information processing device 11 may include an operation unit for an information provider to perform an input operation, and may also include a display unit for displaying information.

[0029] The travel management server 12 and the LLM server 17 are configured in the same manner as the information processing device 11. That is, the travel management server 12 and the LLM server 17 have the same configuration as the control unit 30, the storage unit 31, and the communication unit 32 in the information processing device 11. The description of the configuration of the travel management server 12 and the LLM server 17 is omitted.

[0030] <Processing circuit of the information processing device 11> In the information processing apparatus 11, the control unit 30 constitutes a processing circuit by executing a program. The control unit 30 includes, as a processing circuit, an explanatory text acquisition unit 30A, a pointer information acquisition unit 30B, an information transmission unit 30C, and an information reception unit 30D. The control unit 30 includes, as a processing circuit, a summary text acquisition unit 30E, a translated text acquisition unit 30F, an evaluation unit 30G, an information providing unit 30H, and a pointer correction unit 30I.

[0031] The explanatory text acquisition unit 30A acquires the explanatory text of the transaction target. Hereinafter, the explanatory text of the transaction target is simply referred to as the explanatory text. The explanatory text is input by the administrator of the transaction target. The explanatory text is an example of the original text before processing. That is, the explanatory text acquisition unit 30A acquires the original text. The explanatory text acquisition unit 30A corresponds to an example of the original text acquisition unit.

[0032] The explanatory text acquisition unit 30A may acquire the explanatory text of the travel service input by the administrator of the transaction target from the first travel management server 12A. That is, the explanatory text acquisition unit 30A may acquire the explanatory text of the travel service regarding the travel in the first country and in the first language.

[0033] The pointer information acquisition unit 30B acquires pointer information from the storage unit 31. The pointer information is information indicating a pointer regarding the summary of the explanatory text. That is, the pointer information is information indicating a pointer regarding the processing of the original text. The pointer information does not include the information itself that requests the summary of the explanatory text, but includes information indicating a pointer regarding the content of the summary of the explanatory text. That is, the pointer information does not include the information itself that requests the processing of the original text, but includes information indicating a pointer regarding the content of the processing of the original text. The pointer information includes information regarding the selection of the explanatory text. The pointer information includes information regarding the order of the explanatory text. The pointer information includes information regarding the sentence expression of the explanatory text.

[0034] The pointer information is information set by the operator of the information processing system 10, different from the administrator of the transaction target who inputs the explanatory text. The pointer information is information set by the administrator of the information processing apparatus 11.

[0035] The information transmission unit 30C is configured to transmit information. The information transmission unit 30C is configured to transmit information to the LLM server 17. Taking a specific example, the information transmission unit 30C transmits the description text and the pointer information to the LLM server 17. Thereby, the information transmission unit 30C transmits the description text and the pointer information to the summary model of the generative artificial intelligence. The information transmission unit 30C may be configured to transmit information via an API (application programming interface).

[0036] The information reception unit 30D is configured to receive information. When the information transmission unit 30C transmits information to the LLM server 17, the information reception unit 30D is configured to receive information from the LLM server 17. Taking a specific example, when the information transmission unit 30C transmits the description text and the pointer information to the LLM server 17, the information reception unit 30D receives the summary text obtained by summarizing the description text from the LLM server 17. The information reception unit 30D may be configured to receive information via an API (application programming interface).

[0037] The summary text acquisition unit 30E acquires the summary text of the transaction target obtained by summarizing the description text. Hereinafter, the summary text of the transaction target is simply referred to as the summary text. The summary text is an example of the processed text after processing. That is, the summary text acquisition unit 30E acquires the processed text obtained by processing the original text. The summary text acquisition unit 30E corresponds to an example of the processed text acquisition unit.

[0038] In particular, the summary text acquisition unit 30E acquires the summary text obtained by summarizing the description text by transmitting the description text and the pointer information to the summary model of the generative artificial intelligence. Also, the summary text acquisition unit 30E may acquire the summary text step by step. Taking a specific example, when the summary text acquisition unit 30E acquires the first summary text obtained by summarizing the description text, the summary text acquisition unit 30E may acquire the second summary text obtained by summarizing the description text by transmitting the first summary text and the pointer information to the summary model of the generative artificial intelligence.

[0039] The translation acquisition unit 30F acquires the translated text of the transaction target obtained by translating the abstract text. That is, the translation acquisition unit 30F acquires the translated text obtained by translating the processed text. In particular, the translation acquisition unit 30F acquires the translated text of the transaction target obtained by translating the abstract text by transmitting the abstract text to the translation model of the generative artificial intelligence.

[0040] Taking a specific example, the translation acquisition unit 30F transmits the abstract text of the travel service in the first language regarding the travel in the first country to the translation model of the generative artificial intelligence, and acquires the translated text of the travel service in the second language regarding the travel in the first country.

[0041] The evaluation unit 30G evaluates the abstract text acquired based on the guideline information. The evaluation unit 30G evaluates the abstract text acquired based on the guideline information by transmitting the explanatory text, the guideline information, and the abstract text to the evaluation model of the generative artificial intelligence. That is, the evaluation unit 30G evaluates the processed text acquired based on the guideline information by transmitting the original text, the guideline information, and the processed text to the evaluation model of the generative artificial intelligence.

[0042] The evaluation unit 30G may evaluate the first abstract text acquired based on the guideline information by transmitting the explanatory text, the guideline information, and the first abstract text to the evaluation model of the generative artificial intelligence. The evaluation unit 30G may evaluate the second abstract text acquired based on the guideline information by transmitting the explanatory text, the guideline information, and the second abstract text to the evaluation model of the generative artificial intelligence. The evaluation unit 30G may evaluate the second abstract text acquired based on the guideline information by transmitting the first abstract text, the guideline information, and the second abstract text to the evaluation model of the generative artificial intelligence. The evaluation unit 30G may evaluate the second abstract text acquired based on the guideline information by transmitting the explanatory text, the first abstract text, the guideline information, and the second abstract text to the evaluation model of the generative artificial intelligence.

[0043] The information providing unit 30H provides the summary text so that it can be viewed by the intended user of the transaction. That is, the information providing unit 30H provides the processed text so that it can be viewed. The information providing unit 30H provides the summary text so that it can be viewed by the intended user of the transaction for each specified item. The specified item may be an item corresponding to the guideline item described later included in the guideline information.

[0044] In particular, the information providing unit 30H may transmit the summary text to the second travel management server 12B so that it can be viewed by the intended user of the transaction. That is, the information providing unit 30H may provide the translated text in the second language, which is a translation of the summary text in the first language, so that it can be viewed. In this way, when the description text acquisition unit 30A acquires the description text in the first language from the first travel management server 12A, the information providing unit 30H can transmit the translated text in the second language for the transaction target to the second travel management server 12B. That is, the information providing unit 30H may provide the translated text in a different language, which is a translation of the summary text, so that it can be viewed by the intended user of the transaction.

[0045] The guideline correction unit 30I corrects the guideline information. In particular, the guideline correction unit 30I corrects the guideline information regarding the summary of the description text based on the result evaluated by the evaluation unit 30G. That is, the guideline correction unit 30I corrects the guideline information regarding the processing of the original text based on the result evaluated by the evaluation unit 30G.

[0046] <Information processing of the information processing system 10> Here, the information processing of the information processing system 10 will be described with reference to FIG. 4. As shown in FIG. 4, in the information processing system 10, the first travel management server 12A manages the description text regarding the first country. In particular, the first travel management server 12A manages the description text of the travel service in the first country in the first language so that it can be viewed. The first travel management server 12A provides the description text of the travel service in the first country in the first language to the transaction planner in response to a request from the terminal device 18 possessed by the transaction planner.

[0047] The second travel management server 12B manages the explanatory text regarding the second country. In particular, the second travel management server 12B manages the explanatory text of the travel services of the second country in the second language in a browsable manner. The second travel management server 12B provides the explanatory text of the travel services of the second country in the second language to the transaction planner in response to a request from the terminal device 18 held by the transaction planner.

[0048] The information processing device 11 manages pointer information. The information processing device 11 acquires the explanatory text from the first travel management server 12A through communication with the first travel management server 12A. The information processing device 11 transmits a summarization request for requesting summarization, the explanatory text, and the pointer information to the LLM server 17.

[0049] The LLM server 17 manages a summarization model. When the LLM server 17 receives a summarization request from the information processing device 11, it inputs the summarization request, the explanatory text, and the pointer information into the summarization model of the generative artificial intelligence. As a result, the explanatory text and the pointer information are input into the summarization model of the generative artificial intelligence. The LLM server 17 transmits the summarization result output from the summarization model to the information processing device 11. The summarization result includes the summary text in the first language.

[0050] The information processing device 11 receives the summarization result from the LLM server 17. The information processing device 11 receives the summary text in the first language included in the summarization result from the LLM server 17. As a result, the information processing device 11 obtains the summary text by transmitting the explanatory text and the pointer information to the summarization model of the generative artificial intelligence.

[0051] The information processing device 11 may transmit the summarization request, the pointer information, and the first summary text acquired from the LLM server 17 to the LLM server 17. In this case, the information processing device 11 obtains the second summary text by transmitting the first summary text and the pointer information to the summarization model of the generative artificial intelligence in the same manner as when the first summary text is obtained.

[0052] The information processing device 11 transmits a translation request that requests translation, an abstract text acquired from the LLM server 17, and information indicating the language after translation to the LLM server 17. In this case, the information processing device 11 transmits a translation request, an abstract text in the first language acquired from the LLM server 17, and information indicating the second language as the language after translation to the LLM server 17.

[0053] The LLM server 17 manages a translation model. When the LLM server 17 receives a translation request from the information processing device 11, it inputs the translation request, the abstract text, and the language after translation into a translation model of a generative artificial intelligence. As a result, the abstract text is input into the translation model of the generative artificial intelligence. The LLM server 17 transmits the translation result output from the translation model to the information processing device 11. The translation result includes a translated text of the transaction target in the second language.

[0054] The information processing device 11 receives a translation result including a translated text from the LLM server 17. The information processing device 11 receives a translation result including a translated text of the transaction target in the second language from the LLM server 17. As a result, the information processing device 11 acquires a translated text by transmitting the abstract text to the translation model of the generative artificial intelligence. The information processing device 11 transmits the acquired translated text of the transaction target to the second travel management server 12B.

[0055] The second travel management server 12B receives a translated text of the transaction target from the information processing device 11. The second travel management server 12B manages in a browsable manner a translated text of a travel service in the first country in the second language in addition to a description text of a travel service in the second country in the second language. The translated text of a travel service in the first country in the second language is a text obtained by translating the abstract text of the travel service in the first country into the second language. That is, the second travel management server 12B manages in a browsable manner the abstract text of the travel service in the first country translated into the second language. The second travel management server 12B provides the abstract text of the travel service in the first country in the second language to the transaction planner in response to a request from the terminal device 18 held by the transaction planner.

[0056] The information processing device 11 sends an evaluation request that requests an evaluation, an explanatory text, pointer information, and an abstract to the LLM server 17. The information processing device 11 may send the evaluation request, the explanatory text, the pointer information, and the first abstract to the LLM server 17. The information processing device 11 may send the evaluation request, the explanatory text, the pointer information, and the second abstract to the LLM server 17. The information processing device 11 may send the evaluation request, the first abstract, the pointer information, and the second abstract to the LLM server 17. The information processing device 11 may send the evaluation request, the explanatory text, the pointer information, the first abstract, and the second abstract to the LLM server 17.

[0057] The LLM server 17 manages an evaluation model. When the LLM server 17 receives an evaluation request from the information processing device 11, it inputs the evaluation request, the explanatory text, the pointer information, and the abstract into the evaluation model of the generative artificial intelligence. As a result, the explanatory text, the pointer information, and the abstract are input into the evaluation model of the generative artificial intelligence. The LLM server 17 sends the evaluation result output from the evaluation model to the information processing device 11.

[0058] The information processing device 11 receives the evaluation result from the LLM server 17. As a result, the information processing device 11 obtains an evaluation result for the abstract summarized from the explanatory text based on the pointer information by sending the explanatory text, the pointer information, and the abstract to the evaluation model of the generative artificial intelligence. The information processing device 11 may correct the pointer information based on the evaluation result.

[0059] <Pointer information> Next, an example of the pointer information will be described in detail with reference to FIG. 5. As shown in FIG. 5, the pointer information is stored in the storage unit 31. The pointer information includes a plurality of information indicating pointers regarding summarization. The pointer type and the pointer item are associated with the pointer information. The pointer type is information indicating the type of the pointer regarding summarization. The pointer item is information indicating the item of the pointer regarding summarization.

[0060] The pointer information includes first pointer information 31A and second pointer information 31B. The first pointer information 31A includes pointer information regarding the selection of the description text. The first pointer information 31A includes pointer information regarding the order of the description text. The first pointer information 31A includes pointer information regarding the specified items for summarizing the abstract text. The second pointer information 31B includes pointer information regarding the text expression of the description text.

[0061] Taking a specific example, in the first pointer information 31A, the pointer types include maintenance and deletion. Maintenance is a pointer type indicating to leave the text for the pointer item. The pointer items associated with maintenance may include meal content, privileges, and services. Deletion is a pointer type indicating not to leave the text for the pointer item. The pointer items associated with deletion may include overall facilities, customer comments, and the entire facility.

[0062] In the first pointer information 31A, the pointer type includes order. In the order, the order of the pointer items is determined. The order may be in the order such as meal content, privileges, and services. In the order, it is determined to summarize the pointer items as specified items.

[0063] In the second pointer information 31B, the pointer type includes text expression. The text expression is a pointer type indicating to modify the text expression. The pointer items associated with the text expression may include subject complement, metaphorical expression, and region-specific expression. The region-specific expression is an expression considering the cultural background of the region.

[0064] <Specific Example of Description Text, Abstract Text, and Translation Text> Next, with reference to FIG. 6, a specific example of the description text, abstract text, and translation text will be described. As shown in FIG. 6, as a specific example of the description text, the first text 40 is given. The first text 40 is a text input by the administrator of the transaction target providing the travel service. The first text 40 includes texts 41 to 48.

[0065] The first text 40 includes texts 41 - 43 about privileges. The first text 40 includes text 44 about the overall facilities of the hotel. The first text 40 includes texts 45 - 47 about the meal content. The first text 40 includes text 48 about the voices of customers.

[0066] As a specific example of the abstract text, there is the second text 50. The second text 50 is the text summarized from the first text 40 based on the guideline information. The second text 50 includes texts 51, 52, 55 - 57.

[0067] The second text 50 includes texts 55 - 57 about the meal content. The second text 50 includes texts 51, 52 about privileges. Thus, the explanatory texts whose guideline type is maintenance are left in the abstract text based on the guideline information.

[0068] The second text 50 does not include text 44 about the overall facilities of the hotel. The second text 50 does not include text 48 about the voices of customers. Thus, the explanatory texts whose guideline type is deletion are not left in the abstract text based on the guideline information.

[0069] The second text 50 is a text that summarizes texts 55 - 57 about the meal content as a prescribed item. The second text 50 is a text that summarizes texts 51, 52 about privileges as a prescribed item. Thus, the abstract text is adjusted for each prescribed item based on the guideline information.

[0070] The second text 50 is a text adjusted in the order of texts 55 - 57 about the meal content and texts 51, 52 about privileges. Specifically, texts 55 - 57 about the meal content are adjusted to be in an order prior to texts 51, 52 about privileges. Thus, the abstract text is adjusted according to the order prescribed as the guideline type based on the guideline information.

[0071] The second sentence 50 is a sentence with the subject complemented from the first sentence 40. The second sentence 50 is a sentence with the abbreviations complemented from the first sentence 40. Specifically, sentence 52 is a sentence adjusted from the expression "with limited-time special offers for consecutive stays" in the descriptive sentence 42 by complementing the abbreviations and using the expression "with limited-time special offers for consecutive stayers" with the complemented subject "consecutive stayers".

[0072] The second sentence 50 is a sentence with the figurative expression adjusted from the first sentence 40. Specifically, sentence 51 is a sentence adjusted from the expression "with special offers friendly to women" in the descriptive sentence 41 to the expression "with limited-time special offers for women".

[0073] The second sentence 50 is a sentence with the region-specific expression adjusted from the first sentence 40. Specifically, sentence 56 is a sentence adjusted from the expression "Japanese beef" in the descriptive sentence 46 to the expression "Wagyu". In this way, when there is a sense of discomfort in a direct translation, it can be translated into Roman characters by adding Roman character notation instead of a direct translation.

[0074] Sentence 57 is a sentence with the subject complemented like "we". Sentence 57 is a sentence adjusted from the expression "for primary school students and below" in the descriptive sentence 47 to the expression "for 12 years old and below". In this way, since the age varies by country for schools and grades, it can be appropriately understood by foreigners by converting to a common age across countries.

[0075] The second sentence 50 is a sentence with the expression "applicable for local residents' discount" deleted from the descriptive sentence 43. Sentence 43 is a sentence about special offers, but it has been deleted because it is a region-specific expression.

[0076] As a specific example of the translated text, there is the third sentence 60. The third sentence 60 is a sentence obtained by translating the second sentence 50 in Japanese into English. The third sentence 60 includes sentences 61, 62, 65 to 67.

[0077] In the third article 60, similar to the second article 50, articles 65 to 67 regarding the diet content are summarized as specified items. In the third article 60, similar to the second article 50, articles 61 and 62 regarding the benefits are summarized as specified items.

[0078] <Evaluation result information 31C> Next, with reference to FIG. 7, an example of the evaluation result information 31C showing the evaluation result will be described in detail.

[0079] As shown in FIG. 7, the evaluation result information 31C is stored in the storage unit 31. The evaluation result information 31C is managed in the information processing apparatus 11. The evaluation result information 31C is information including the evaluation result acquired from the LLM server 17. The evaluation result information 31C may be information generated each time a summary text is obtained from the explanatory text.

[0080] The evaluation result information 31C includes results based on the explanatory text, the pointer information, and the summary text. The evaluation result information 31C may include results based on the explanatory text, the pointer information, and the second summary text. The evaluation result information 31C may include both results based on the explanatory text, the pointer information, and the first summary text, and results based on the first summary text, the pointer information, and the second summary text.

[0081] In the evaluation result information 31C, the pointer type, the pointer item, the evaluation coefficient, the evaluation result and the evaluation value from the first LLM server 17A, and the evaluation result and the evaluation value from the second LLM server 17B are associated with each other.

[0082] The evaluation coefficient is a coefficient for weighting the evaluation result. The evaluation coefficient can be set by the operator of the information processing system 10. A larger coefficient is set for the evaluation result that the operator wants to emphasize compared to the evaluation result that the operator wants to de-emphasize.

[0083] The evaluation result is the result output from the LLM server 17. The evaluation result includes an appropriate evaluation result and an inappropriate evaluation result. The appropriate evaluation result is information indicating a result evaluated as being appropriately summarized. The inappropriate evaluation result is information indicating a result evaluated as being inappropriately summarized.

[0084] The evaluation result includes invalid information. The invalid information is information indicating that it is not an evaluation target. The invalid information is information indicating that the text corresponding to the pointer type and pointer item is not included in the description. Specifically, in the pointer item associated with maintenance as the pointer type, when the text corresponding to the pointer item is not included in the description, invalid information is associated as the evaluation result. In the pointer item associated with deletion as the pointer type, when the text corresponding to the pointer item is not included in the description, invalid information is associated as the evaluation result.

[0085] The evaluation value is information indicating the multiplication result of the evaluation coefficient and the evaluation result. For the evaluation result and evaluation value from the first LLM server 17A and the evaluation result and evaluation value from the second LLM server 17B, a comprehensive evaluation result and a comprehensive evaluation value are associated.

[0086] As a specific example, in the evaluation result, "1" is associated as the appropriate evaluation result, "-1" is associated as the inappropriate evaluation result, and "0" is associated as the invalid information. The evaluation value is associated with the multiplication result of the evaluation result and the evaluation coefficient. As the comprehensive evaluation result, the average of all evaluation results that are the evaluation targets is associated, but the sum of all evaluation results that are the evaluation targets may also be associated. As the comprehensive evaluation value, the average of all evaluation values that are the evaluation targets is associated, but the sum of all evaluation values that are the evaluation targets may also be associated.

[0087] In this way, based on the evaluation value and the comprehensive evaluation value, the evaluation result for the summary text summarized from the description text based on the pointer information becomes recognizable. Based on the evaluation value and the comprehensive evaluation value, the evaluation result for the second summary text summarized from the first summary text based on the pointer information becomes recognizable.

[0088] <Summary control process> Next, the summary control process will be described with reference to FIG. 8. The summary control process is a process executed by the control unit 30 when the summary condition is satisfied. The summary condition may be satisfied by the instruction of the operator of the information processing system 10.

[0089] As shown in FIG. 8, in step S10, the control unit 30 executes a description text acquisition process. In the description text acquisition process, the control unit 30 acquires a description text from the first travel management server 12A through communication with the first travel management server 12A. In this case, the control unit 30 acquires a description text in the first language regarding the travel service in the first country from the first travel management server 12A. The description text is input by the administrator who provides the travel service in the first travel management server 12A.

[0090] In this way, the control unit 30 acquires the description text input by the administrator of the transaction target. That is, the control unit 30 acquires the original text input by the administrator who is the information provider. In step S11, the control unit 30 executes a first pointer information acquisition process. In the first pointer information acquisition process, the control unit 30 acquires the first pointer information 31A by reading the first pointer information 31A from the storage unit 31.

[0091] In this way, the control unit 30 acquires the pointer information regarding the summary of the description text from the storage unit 31. That is, the control unit 30 acquires the pointer information regarding the processing of the original text from the storage unit 31. In step S12, the control unit 30 executes a first summary request transmission process. In the first summary request transmission process, the control unit 30 transmits a first summary request to the LLM server 17. The control unit 30 may transmit the first summary request to either the first LLM server 17A or the second LLM server 17B.

[0092] The control unit 30 transmits the description text and the first pointer information 31A to the LLM server 17 together with the first summary request. The first pointer information 31A includes pointer information for generating a summary text by selecting and deselecting words from the description text. The first pointer information 31A includes pointer information for generating a summary text with the order of the description text adjusted. The first pointer information 31A includes pointer information for generating a summary text adjusted for each specified item.

[0093] In this way, the control unit 30 includes the first summary request, the description text, and the first pointer information 31A, generates a prompt instructing to summarize the selection and deselection of the description text and the order of the description text, and transmits it to the LLM server 17.

[0094] On the other hand, when the LLM server 17 receives the first summary request, it inputs the description text and the first pointer information 31A into the summary model. As a result, the LLM server 17 generates a summary text that selects and deselects from the description text and adjusts the order of the description text for each specified item based on the first pointer information 31A in response to the reception of the first summary request. This summary text corresponds to an example of the first summary text. The LLM server 17 transmits a summary result including the summary text to the information processing apparatus 11.

[0095] In step S13, the control unit 30 executes the first summary text acquisition process. In the first summary text acquisition process, the control unit 30 acquires the summary text by receiving the summary result from the LLM server 17. In this way, the control unit 30 acquires the summary text based on the first pointer information 31A. In this case, the control unit 30 acquires a summary text summarized from the description text in the first language regarding the travel service in the first country based on the first pointer information 31A. The control unit 30 stores the acquired summary text in the storage unit 31.

[0096] In this way, the control unit 30 acquires a summary text obtained by summarizing the description text by transmitting the description text and the pointer information to the summary model of the generative artificial intelligence. That is, the control unit 30 acquires a processed text obtained by processing the original text by transmitting the original text and the pointer information to the processing model of the generative artificial intelligence.

[0097] The control unit 30 executes the processes of steps S11 to S13 as the first-stage process. In the first-stage process, the control unit 30 selects from the explanatory text based on the first pointer information 31A and obtains a summary text in which the order of the explanatory text is adjusted for each specified item.

[0098] In step S14, the control unit 30 executes the second pointer information acquisition process. In the second pointer information acquisition process, the control unit 30 obtains the second pointer information 31B by reading the second pointer information 31B from the storage unit 31.

[0099] In this way, the control unit 30 obtains the pointer information regarding the summary of the explanatory text from the storage unit 31. That is, the control unit 30 obtains the pointer information regarding the processing of the original text from the storage unit 31. In step S15, the control unit 30 executes the second summary request transmission process. In the second summary request transmission process, the control unit 30 transmits the second summary request to the LLM server 17. The control unit 30 may transmit the second summary request to either the first LLM server 17A or the second LLM server 17B.

[0100] The control unit 30 transmits the first summary text and the second pointer information 31B to the LLM server 17 together with the second summary request. The second pointer information 31B includes the pointer information for generating a summary text with adjusted sentence expressions of the explanatory text.

[0101] In this way, the control unit 30 generates a prompt including the second summary request, the first summary text, and the second pointer information 31B, and instructs to summarize the sentence expressions of the explanatory text, and transmits it to the LLM server 17.

[0102] On the other hand, when the LLM server 17 receives the second summary request, it inputs the first summary text and the second pointer information 31B into the summary model. As a result, the LLM server 17 generates a summary text with adjusted sentence expressions of the explanatory text based on the second pointer information 31B in response to the reception of the second summary request. This summary text corresponds to an example of the second summary text. The LLM server 17 transmits a summary result including the summary text to the information processing device 11.

[0103] In step S16, the control unit 30 executes the second summary sentence acquisition process. In the second summary sentence acquisition process, the control unit 30 acquires the summary sentence by receiving the summary result from the LLM server 17. Thus, the control unit 30 acquires the second summary sentence based on the second pointer information 31B. In this case, the control unit 30 acquires the summary sentence summarized from the description text in the first language regarding the travel service in the first country based on the second pointer information 31B. The control unit 30 stores the acquired summary sentence in the storage unit 31.

[0104] Thus, the control unit 30 acquires the summary sentence obtained by summarizing the description text by transmitting the description text and the pointer information to the summary model of the generative artificial intelligence. That is, the control unit 30 acquires the processed sentence obtained by processing the original text by transmitting the original text and the pointer information to the processing model of the generative artificial intelligence.

[0105] The control unit 30 executes the processes of steps S14 to S16 as the second-stage process. In the second-stage process, the control unit 30 acquires the summary sentence obtained by adjusting the sentence expression of the description text based on the second pointer information 31B.

[0106] In step S17, the control unit 30 executes the translation request transmission process. In the translation request transmission process, the control unit 30 transmits a translation request to the LLM server 17. The control unit 30 may transmit the translation request to either the first LLM server 17A or the second LLM server 17B.

[0107] In addition to the translation request, the control unit 30 transmits the summary sentence and the information indicating the translated language to the LLM server 17. Thus, the control unit 30 generates a prompt including the translation request, the summary sentence, and the information indicating the translated language, and instructs to translate from the summary sentence into the specified language, and transmits it to the LLM server 17.

[0108] On the one hand, when the LLM server 17 receives a translation request, it inputs the summary text and the target language after translation into the translation model. As a result, the LLM server 17 generates a translated text by translating the summary text into the specified language in response to the received translation request. The LLM server 17 transmits the translation result including the translated text to the information processing device 11.

[0109] In step S18, the control unit 30 executes a translated text acquisition process. In the translated text acquisition process, the control unit 30 acquires the translated text by receiving the translation result from the LLM server 17. In this case, the control unit 30 acquires a translated text obtained by translating the summary text in the first language regarding the travel service in the first country into the second language. That is, the control unit 30 acquires the summary text in the second language regarding the travel service in the first country as the translated text. The control unit 30 stores the acquired translated text in the storage unit 31.

[0110] In this way, the control unit 30 executes the processes of steps S17 and S18 as the third-stage process. In the third-stage process, the control unit 30 acquires a translated text obtained by translating the summary text into different languages.

[0111] In step S19, the control unit 30 executes an information providing process. In the information providing process, the control unit 30 transmits the acquired translated text to the second travel management server 12B. As a result, the second travel management server 12B controls the received translated text to be viewable. In particular, the second travel management server 12B controls the received translated text to be viewable for each specified item. That is, the control unit 30 provides the summary text for each specified item to the intended users of the transaction target. In particular, the control unit 30 provides the summary text translated into different languages as the translated text to the intended users of the transaction target.

[0112] <Evaluation Control Process> Next, the evaluation control process will be described with reference to FIG. 9. The evaluation control process is a process executed by the control unit 30 when the evaluation condition is satisfied. The evaluation condition may be satisfied by the instruction of the operator of the information processing system 10. The evaluation condition may be satisfied when the summary text of the explanatory text is acquired.

[0113] In step S20, the control unit 30 executes an evaluation information acquisition process. In the evaluation information acquisition process, the control unit 30 reads out the explanatory text, pointer information, and summary text for evaluation as evaluation information from the storage unit 31. Thereby, the control unit 30 acquires the explanatory text, pointer information, and summary text for evaluation.

[0114] In step S21, the control unit 30 executes a first evaluation request transmission process. In the first evaluation request transmission process, the control unit 30 transmits a first evaluation request to the first LLM server 17A. The first evaluation request is an evaluation request to be transmitted to the first LLM server 17A.

[0115] In addition to the first evaluation request, the control unit 30 transmits the explanatory text, pointer information, and summary text acquired as evaluation information to the first LLM server 17A. In particular, for the explanatory text and the summary text, the control unit 30 transmits, to the first LLM server 17A, information for evaluating which of the appropriate evaluation result, inappropriate evaluation result, and invalid information each pointer item of the pointer information is.

[0116] In this way, the control unit 30 generates a prompt that includes the first evaluation request, the explanatory text, the pointer information, and the summary text, and instructs to perform an evaluation of the summary text summarized from the explanatory text based on the pointer information, and transmits it to the first LLM server 17A.

[0117] On the other hand, when the first LLM server 17A receives the first evaluation request, it inputs the explanatory text, the pointer information, and the summary text into the evaluation model. Thereby, the first LLM server 17A generates an evaluation result for the summary text summarized from the explanatory text based on the pointer information in response to the reception of the first evaluation request. In particular, the first LLM server 17A generates an evaluation result for the summary text summarized from the explanatory text based on the pointer information for each pointer item in response to the reception of the first evaluation request. The first LLM server 17A transmits the evaluation result to the information processing device 11.

[0118] In step S22, the control unit 30 executes the first evaluation result acquisition process. In the first evaluation result acquisition process, the control unit 30 acquires the first evaluation result by receiving the evaluation result from the first LLM server 17A. In this way, the control unit 30 acquires the evaluation result for the summary text summarized from the explanatory text based on the pointer information.

[0119] The control unit 30 stores the acquired evaluation result in the storage unit 31 as evaluation result information 31C. In particular, the control unit 30 calculates an evaluation value by multiplying the evaluation result by an evaluation coefficient. The control unit 30 stores the calculated evaluation value in the storage unit 31 as evaluation result information 31C.

[0120] In step S23, the control unit 30 executes the second evaluation request transmission process. In the second evaluation request transmission process, the control unit 30 transmits the second evaluation request to the second LLM server 17B. The second evaluation request is an evaluation request to be transmitted to the second LLM server 17B.

[0121] In addition to the second evaluation request, the control unit 30 transmits the explanatory text, the pointer information, and the summary text acquired as evaluation information to the second LLM server 17B. In particular, for the explanatory text and the summary text, the control unit 30 transmits to the second LLM server 17B the information for evaluating which of the appropriate evaluation result, the inappropriate evaluation result, and the invalid information it is for each pointer item of the pointer information. The information transmitted to the first LLM server 17A and the information transmitted to the second LLM server 17B are the same information.

[0122] In this way, the control unit 30 generates a prompt that includes the second evaluation request, the explanatory text, the pointer information, and the summary text, and instructs to perform an evaluation of the summary text summarized from the explanatory text based on the pointer information, and transmits it to the second LLM server 17B.

[0123] On the other hand, when the second LLM server 17B receives the second evaluation request, it inputs the description text, the guidance information, and the summary text into the evaluation model. As a result, the second LLM server 17B generates an evaluation result for the summary text summarized from the description text based on the guidance information in response to the reception of the second evaluation request. In particular, the second LLM server 17B generates an evaluation result for the summary text summarized from the description text based on the guidance information for each guidance item in response to the reception of the second evaluation request. The second LLM server 17B transmits the evaluation result to the information processing device 11.

[0124] In step S24, the control unit 30 executes the second evaluation result acquisition process. In the second evaluation result acquisition process, the control unit 30 acquires the second evaluation result by receiving the evaluation result from the second LLM server 17B. In this way, the control unit 30 acquires the evaluation result for the summary text summarized from the description text based on the guidance information.

[0125] The control unit 30 stores the acquired evaluation result in the storage unit 31 as the evaluation result information 31C. In particular, the control unit 30 calculates an evaluation value by multiplying the evaluation result by the evaluation coefficient. The control unit 30 stores the calculated evaluation value in the storage unit 31 as the evaluation result information 31C.

[0126] In step S25, the control unit 30 executes the evaluation process. In the evaluation process, the control unit 30 performs an evaluation based on the evaluation result information 31C stored in the storage unit 31. The control unit 30 evaluates the evaluation result information 31C stored in the storage unit 31 for each guidance item. In particular, the control unit 30 performs an evaluation on the summary text acquired based on the guidance information by transmitting the description text, the guidance information, and the summary text to the evaluation model.

[0127] As a specific example, the control unit 30 evaluates the selection of the summary text based on the evaluation results of the pointer items associated with maintenance and deletion as the pointer types. In particular, the control unit 30 evaluates whether the information is to be left as the summary text in the description text based on the evaluation results of the pointer items associated with maintenance as the pointer type. The control unit 30 evaluates whether the information is not to be left as the summary text in the description text based on the evaluation results of the pointer items associated with deletion as the pointer type.

[0128] When appropriate evaluation results and inappropriate evaluation results are associated as the evaluation results of the pointer items associated with maintenance as the pointer type, the control unit 30 makes the information to be left as the summary text in the description text the evaluation target. When invalid information is associated as the evaluation results of the pointer items associated with maintenance as the pointer type, the control unit 30 determines that the information to be left as the summary text in the description text is not included. In this case, the control unit 30 does not make the information to be left as the summary text in the description text the evaluation target.

[0129] When appropriate evaluation results and inappropriate evaluation results are associated as the evaluation results of the pointer items associated with deletion as the pointer type, the control unit 30 makes the information not to be left as the summary text in the description text the evaluation target. When invalid information is associated as the evaluation results of the pointer items associated with deletion as the pointer type, the control unit 30 determines that the information not to be left as the summary text in the description text is not included. In this case, the control unit 30 does not make the information not to be left as the summary text in the description text the evaluation target.

[0130] The control unit 30 evaluates the order of the summary text based on the evaluation results of the pointer items associated with the order as the pointer type. The control unit 30 evaluates the text expression of the summary text based on the evaluation results of the pointer items associated with the text expression as the pointer type.

[0131] Further, the control unit 30 performs a first evaluation of the summary text by transmitting the description text, the pointer information, and the summary text to the first evaluation model of the first LLM server 17A. The control unit 30 performs a second evaluation of the summary text by transmitting the description text, the pointer information, and the summary text to the second evaluation model of the second LLM server 17B. Then, the control unit 30 evaluates the summary text by comparing the first evaluation result and the second evaluation result.

[0132] In step S26, the control unit 30 determines whether or not the pointer correction condition is satisfied. The pointer correction condition is satisfied based on the evaluation result. Specifically, the pointer correction condition is satisfied based on the evaluation value.

[0133] The pointer correction condition may be satisfied based on the first evaluation result and the second evaluation result. The pointer correction condition may be satisfied when there is a pointer item in which both the evaluation value corresponding to the first evaluation result and the evaluation value corresponding to the second evaluation result are less than or equal to a specified value. The pointer correction condition may be satisfied when there is a pointer item in which at least one of the evaluation value corresponding to the first evaluation result and the evaluation value corresponding to the second evaluation result is less than or equal to a specified value. The pointer correction condition may be satisfied when both the comprehensive evaluation value corresponding to the first evaluation result and the comprehensive evaluation value corresponding to the second evaluation result are less than or equal to a specified value. The pointer correction condition may be satisfied when at least one of the comprehensive evaluation value corresponding to the first evaluation result and the comprehensive evaluation value corresponding to the second evaluation result is less than or equal to a specified value.

[0134] When the control unit 30 determines that the pointer correction condition is not satisfied, the process proceeds to step S29. When the control unit 30 determines that the pointer correction condition is satisfied, the process proceeds to step S27.

[0135] In step S27, the control unit 30 executes a corrected pointer information generation process. In the corrected pointer information generation process, the control unit 30 generates corrected pointer information for correcting the pointer information. In particular, the control unit 30 may generate, as the corrected pointer information, information indicating a pointer item in which both the evaluation value corresponding to the first evaluation result and the evaluation value corresponding to the second evaluation result are less than or equal to a specified value.

[0136] In step S28, the control unit 30 executes a correction guideline information notification process. In the correction guideline information notification process, the control unit 30 notifies the generated correction guideline information. To give a specific example, the control unit 30 may notify the correction guideline information to the operation terminal device managed by the operator of the information processing system 10.

[0137] In step S29, the control unit 30 determines whether there is a correction instruction. The correction instruction may be input by the operator of the information processing system 10. The correction instruction may include the correction target and the correction content for correcting the guideline information. When the control unit 30 determines that there is no correction instruction, it ends the evaluation control process. When the control unit 30 determines that there is a correction instruction, it transfers the process to step S30.

[0138] In step S30, the control unit 30 executes a guideline information correction process. In the guideline information correction process, the control unit 30 corrects the guideline information based on the correction instruction. The control unit 30 updates the guideline information according to the correction instruction by storing the corrected guideline information in the storage unit 31. In this way, the control unit 30 corrects the guideline information regarding the summary of the description text based on the evaluated result.

[0139] <Actions and Effects of the First Embodiment> The actions and effects of the first embodiment will be described. (1-1) The control unit 30 acquires the description text input by the administrator of the transaction target. The control unit 30 acquires the guideline information regarding the summary of the description text from the storage unit 31. The control unit 30 transmits the description text and the guideline information to the summary model of the generative artificial intelligence, thereby acquiring the summary text obtained by summarizing the description text. Therefore, by transmitting the guideline information to the summary model of the generative artificial intelligence in addition to the description text input by the administrator, the possibility of obtaining an appropriate summary text along with the operation of the information processing system 10 can be increased. Accordingly, the accuracy of summarizing from the description text input by the administrator can be improved.

[0140] (1-2) The pointer information includes information regarding the selection of the explanatory text. Therefore, by sending the pointer information in addition to the explanatory text input by the administrator to the summarization model of the artificial intelligence that generates the pointer information, it is possible to increase the likelihood of obtaining an appropriate summary text regarding the selection of the explanatory text during the operation of the information processing system 10. Thus, the accuracy of summarizing from the explanatory text input by the administrator can be improved.

[0141] (1-3) The pointer information includes information regarding the order of the explanatory text. Therefore, by sending the pointer information in addition to the explanatory text input by the administrator to the summarization model of the artificial intelligence that generates the pointer information, it is possible to increase the likelihood of obtaining an appropriate summary text regarding the order of the explanatory text during the operation of the information processing system 10. Thus, the accuracy of summarizing from the explanatory text input by the administrator can be improved.

[0142] (1-4) The pointer information includes information regarding the sentence expression of the explanatory text. Therefore, by sending the pointer information in addition to the explanatory text input by the administrator to the summarization model of the artificial intelligence that generates the pointer information, it is possible to increase the likelihood of obtaining an appropriate summary text regarding the sentence expression of the explanatory text during the operation of the information processing system 10. Thus, the accuracy of summarizing from the explanatory text input by the administrator can be improved.

[0143] (1-5) The control unit 30 provides the summary text so that it can be viewed by the intended users of the transaction target for each specified item. Therefore, it is possible to provide the summary text with improved accuracy of summarizing from the explanatory text input by the administrator to the intended users of the transaction target.

[0144] (1-6) The control unit 30 provides the translated text obtained by translating the summary text into different languages so that it can be viewed by the intended users of the transaction target. Therefore, it is possible to improve the accuracy of summarizing from the explanatory text input by the administrator and provide the summary text translated into the desired language to the intended users of the transaction target.

[0145] (1-7) Conventionally, it has been desired to appropriately evaluate whether a desired summary text can be obtained in connection with the operation of the information processing system 10. Therefore, the control unit 30 performs an evaluation of the summary text based on the guidance information by transmitting the explanatory text, the guidance information, and the summary text to the evaluation model of the generative artificial intelligence. For this reason, by transmitting the explanatory text, the guidance information, and the summary text to the evaluation model of the generative artificial intelligence, it is possible to evaluate whether an appropriate summary text is being obtained in connection with the operation of the information processing system 10. Based on this, it is possible to make a judgment based on the evaluation result of whether an appropriate summary text is being obtained in connection with the operation of the information processing system 10. And it is possible to increase the possibility of obtaining an appropriate summary text in connection with the operation of the information processing system 10. Therefore, it is possible to improve the accuracy of summarizing from the explanatory text input by the administrator.

[0146] (1-8) The control unit 30 evaluates the selection of the summary text. For this reason, by transmitting the explanatory text, the guidance information, and the summary text to the evaluation model of the generative artificial intelligence, it is possible to evaluate whether an appropriate summary text is being obtained for the selection of the summary text in connection with the operation of the information processing system 10. Based on this, it is possible to make a judgment based on the evaluation result of whether an appropriate summary text is being obtained for the selection of the summary text in connection with the operation of the information processing system 10. Therefore, it is possible to improve the accuracy of summarizing from the explanatory text input by the administrator.

[0147] (1-9) When the explanatory text does not contain information to be left as the summary text, the control unit 30 does not target it for evaluation as to whether it is information to be left as the summary text in the explanatory text. For this reason, by selecting the evaluation target without including unnecessary information as the evaluation target, it is possible to improve the accuracy of the evaluation of whether an appropriate summary text is being obtained in connection with the operation of the information processing system 10. Therefore, it is possible to improve the accuracy of summarizing from the explanatory text input by the administrator.

[0148] (1-10) When the description text does not contain information that is not to be left as a summary sentence, the control unit 30 does not regard it as an evaluation target for information that is not to be left as a summary sentence in the description text. For this reason, by selecting the evaluation targets without regarding unnecessary information as an evaluation target, it is possible to improve the accuracy of evaluating whether an appropriate summary sentence can be obtained in accordance with the operation of the information processing system 10. Therefore, it is possible to improve the accuracy of summarizing from the description text input by the administrator.

[0149] (1-11) The control unit 30 evaluates the order of the summary sentences. For this reason, by transmitting the description text, the pointer information, and the summary sentences to the evaluation model of the generation artificial intelligence, it is possible to evaluate whether an appropriate summary sentence has been obtained regarding the order of the summary sentences in accordance with the operation of the information processing system 10. Thereby, based on the evaluation result of whether an appropriate summary sentence has been obtained regarding the order of the summary sentences in accordance with the operation of the information processing system 10, a judgment can be made. Therefore, it is possible to improve the accuracy of summarizing from the description text input by the administrator.

[0150] (1-12) The control unit 30 evaluates the sentence expression of the summary sentences. For this reason, by transmitting the description text, the pointer information, and the summary sentences to the evaluation model of the generation artificial intelligence, it is possible to evaluate whether an appropriate summary sentence has been obtained regarding the sentence expression of the summary sentences in accordance with the operation of the information processing system 10. Thereby, based on the evaluation result of whether an appropriate summary sentence has been obtained regarding the sentence expression of the summary sentences in accordance with the operation of the information processing system 10, a judgment can be made. Therefore, it is possible to improve the accuracy of summarizing from the description text input by the administrator.

[0151] (1-13) The control unit 30 evaluates the summary sentences based on the evaluation value obtained by calculating the evaluation result from the evaluation model and the evaluation coefficient. Thereby, it is possible to weight the evaluation result by the evaluation coefficient. Therefore, it is possible to improve the accuracy of summarizing from the description text input by the administrator.

[0152] (1-14) The control unit 30 performs a first evaluation of the summary text by transmitting the explanatory text, the pointer information, and the summary text to the first evaluation model of the generative artificial intelligence. The control unit 30 performs a second evaluation of the summary text by transmitting the explanatory text, the pointer information, and the summary text to the second evaluation model of the generative artificial intelligence. The control unit 30 evaluates the summary text by comparing the first evaluation and the second evaluation. Therefore, it is possible to determine based on both the evaluation result by the first evaluation model and the evaluation result by the second evaluation model whether an appropriate summary text is being obtained in connection with the operation of the information processing system 10. Accordingly, the accuracy of summarizing from the explanatory text input by the administrator can be improved.

[0153] (1-15) The control unit 30 corrects the pointer information based on the evaluation result. Therefore, it is possible to correct the pointer information itself based on the evaluation result as to whether an appropriate summary text is being obtained in connection with the operation of the information processing system 10. Accordingly, the accuracy of summarizing from the explanatory text input by the administrator can be improved.

[0154] [Second Embodiment] Next, the second embodiment will be described. In the following description, the same components as those in the already described embodiments are denoted by the same reference numerals, and the overlapping descriptions thereof are omitted or simplified.

[0155] In the second embodiment, the control unit 30 executes summary control processing for the first LLM server 17A. That is, the control unit 30 obtains a summary text by outputting the explanatory text and the pointer information to the first processing model. In this way, the summary text obtained from the first processing model corresponds to an example of the first processed text.

[0156] Also, the control unit 30 executes summary control processing for the second LLM server 17B. That is, the control unit 30 obtains a summary text by outputting the explanatory text and the pointer information to the second processing model. In this way, the summary text obtained from the second processing model corresponds to an example of the second processed text.

[0157] Then, the control unit 30 executes evaluation control processing for the first LLM server 17A. In this case, in step S21, the control unit 30 outputs the summary text, the original text, and the pointer information obtained from the first processing model to the first LLM server 17A, and in step S22, obtains the evaluation result.

[0158] In step S23, the control unit 30 outputs the summary text, the original text, and the pointer information obtained from the second processing model to the first LLM server 17A, and in step S24, obtains the evaluation result.

[0159] In this way, the control unit 30 transmits the explanatory text, the pointer information, the summary text obtained from the first processing model, and the summary text obtained from the second processing model to the evaluation model. Thereby, the control unit 30 evaluates the summary text obtained from the first processing model and the summary text obtained from the second processing model.

[0160] In particular, in step S25, the control unit 30 compares the evaluation value for the summary text obtained from the first processing model with the evaluation value for the summary text obtained from the second processing model. In this way, the control unit 30 can evaluate which of the summary text obtained from the first processing model and the summary text obtained from the second processing model is appropriate based on the comparison result.

[0161] <Actions and Effects of the Second Embodiment> The actions and effects of the second embodiment will be described. (2-1) By transmitting the explanatory text, the pointer information, the summary text obtained from the first processing model, and the summary text obtained from the second processing model to the evaluation model, the control unit 30 evaluates the summary text from each processing model. Therefore, by comparing the evaluation values for the summary texts obtained from multiple processing models, it is possible to evaluate the summary texts obtained from multiple processing models. Thereby, the processing accuracy by multiple processing models can be evaluated. Therefore, it is possible to improve the accuracy of summarizing from the explanatory text input by the administrator.

[0162] [Modification Example] This embodiment can be implemented with the following modifications. This embodiment and the following modification examples can be implemented in combination with each other within a technically non - conflicting range.

[0163] · When the translation condition is satisfied, the control unit 30 may obtain a translated text from the abstract text. The translation condition may be satisfied by an instruction from the operator of the information processing system 10. The translation condition may be satisfied according to the type of the server that provides the abstract text. The control unit 30 does not necessarily have to obtain a translated text from the abstract text.

[0164] · The control unit 30 may execute the first - stage processing and the second - stage processing as processing of three or more stages. To give a specific example, the control unit 30 may obtain a first summary text selected from the description text by transmitting the description text and the first pointer information 31A to the LLM server 17. The control unit 30 may obtain a second summary text with the order of the description text adjusted by transmitting the first summary text and the first pointer information 31A to the LLM server 17. The control unit 30 may obtain a third summary text with the sentence expression of the description text adjusted as the summary text by transmitting the second summary text and the second pointer information 31B to the LLM server 17. The control unit 30 may execute the multi - stage processing in an arbitrary execution order. As multi - stage processing, after obtaining the first summary text selected from the description text, the control unit 30 may obtain a second summary text with the order of the first summary text adjusted. In this way, the control unit 30 may execute the multi - stage processing in an arbitrary execution order. By inputting various information into the learning model in multiple stages, the accuracy of the information output from the learning model can be improved. Also, when inputting various information into the learning model in multiple stages, if the amount of information output from the learning model is less than the amount of information input to the learning model, the amount of information input to the learning model in the next stage can be reduced.

[0165] ·The control unit 30 may execute the first-stage process and the second-stage process as a single process. To give a specific example, the control unit 30 may obtain a summary text summarized from the description text based on the pointer information by transmitting the description text, the first pointer information 31A, and the second pointer information 31B to the LLM server 17. Thereby, the number of times of input to the learning model can be reduced.

[0166] ·The control unit 30 may obtain an evaluation result from communication with the second LLM server 17B for the summary text obtained by communication with the first LLM server 17A. The control unit 30 may obtain an evaluation result from communication with the first LLM server 17A for the summary text obtained by communication with the second LLM server 17B. That is, the control unit 30 may use different LLM servers 17 for obtaining the summary text and for obtaining the evaluation result.

[0167] · The evaluation coefficient may be set based on the action history of the prospective traders with respect to the description text and the abstract text. That is, the evaluation coefficient may be based on the action history of one or more prospective traders. Also, a high evaluation coefficient may be set for a specified item with a high value indicating the action history of one or more prospective traders. The action history may include impression (IMP: impression). Impression indicates the number of times the specified items in the description text and the abstract text are displayed. The action history may include click-through rate (CTR: Click Through Rate). Click-through rate indicates the ratio of the number of clicks to the number of times the specified items in the description text and the abstract text are displayed. The action history may include conversion (CV: Conversion). Conversion indicates the number of times the target action is taken starting from the specified items in the description text and the abstract text. Conversion includes the conclusion of a transaction in a travel service and includes the purchase of travel-related goods or services. Conversion includes the conclusion of a transaction in an e-commerce service and includes the purchase of goods or services in e-commerce. To give a specific example, a high evaluation coefficient may be set for a specified item with a high impression. A high evaluation coefficient may be set for a specified item with a high click-through rate. A high evaluation coefficient may be set for a specified item with a high conversion.

[0168] · Based on the evaluation result, the control unit 30 may select the LLM server 17 with a high evaluation result as the server for obtaining the abstract text. That is, based on the evaluation result, the control unit 30 may select a summary model with a high evaluation result.

[0169] · The control unit 30 may leave as it is the text that does not correspond to maintenance and deletion as the pointer type. The control unit 30 may delete the text that does not correspond to maintenance and deletion as the pointer type without leaving it.

[0170] · The control unit 30 may perform an evaluation on at least one of the selection of the explanatory text, the order of the explanatory text, and the sentence expression of the explanatory text. The control unit 30 may execute either one of the evaluation of whether the information is to be left as a summary sentence in the explanatory text and the evaluation of whether the information is not to be left as a summary sentence in the explanatory text, and it is not necessary to execute the other one. The control unit 30 may perform an evaluation on an object other than the selection of the explanatory text, the order of the explanatory text, and the sentence expression of the explanatory text.

[0171] · The control unit 30 may execute at least one of the selection of the explanatory text, the order of the explanatory text, and the sentence expression of the explanatory text as a process of summarizing from the explanatory text. The control unit 30 may execute either one of the process of leaving the explanatory text as a summary sentence and the process of not leaving the explanatory text as a summary sentence, and it is not necessary to execute the other one. The control unit 30 may execute a process of summarizing from the explanatory text for content other than the selection of the explanatory text, the order of the explanatory text, and the sentence expression of the explanatory text.

[0172] · The information processing system 10 may provide a service other than the travel service. To give a specific example, the information processing system 10 may provide an e-commerce trading service. In this case, the explanatory text of the transaction target may be an explanatory text regarding the product traded in the e-commerce trading service. The information processing system 10 may provide a video distribution service. In this case, the explanatory text of the transaction target may be an explanatory text regarding the video traded in the video distribution service. The information processing system 10 may provide a plurality of services. The information processing system 10 does not necessarily have to provide a travel service. That is, the information processing system 10 may be a system that provides a service that is the transaction target. The information processing system 10 itself may be a system that does not provide a service that is the transaction target.

[0173] · The first travel management server 12A and the second travel management server 12B may be configured as an integrated travel management server 12. The travel management server 12 may include a third travel management server different from the first travel management server 12A and the second travel management server 12B.

[0174] · The first LLM server 17A and the second LLM server 17B may be configured as an integrated LLM server 17. The LLM server 17 may include a third LLM server different from the first LLM server 17A and the second LLM server 17B.

[0175] · The LLM server 17 may manage at least one of the summarization model, translation model, and evaluation model as an integrated learning model. The LLM server 17 may include a learning model other than the summarization model, translation model, and evaluation model.

[0176] · The information processing device 11 may have the configuration of another server. To give a specific example, the information processing device 11 may include part or all of the configuration related to the travel management server 12. The information processing device 11 may include part or all of the configuration related to the LLM server 17.

[0177] · The information processing device 11 may be composed of a plurality of servers. To give a specific example, the plurality of servers may include a server for obtaining a summary from a description based on pointer information. The plurality of servers may include a server for obtaining a translation from the summary. The plurality of servers may include a server for evaluating the summary summarized from the description based on pointer information. The administrators of the plurality of servers may be different or the same.

[0178] · The information processing device 11 may obtain something other than the description, as long as it can obtain the original text. The information processing device 11 may obtain something other than the summary to be summarized from the original text, as long as it can obtain a processed text processed from the original text. The pointer information may be information other than that related to the summary of the original text, as long as it is information related to the processing of the original text. That is, the information processing device 11 may be configured to obtain a processed text of the original text by inputting the original text and pointer information related to the processing of the original text into a processing model.

[0179] · The information processing apparatus 11 may acquire processed information including a processed image based on original information including an original image and pointer information. In this case, the pointer information may include information indicating a pointer to maintain an image as the processed information of the original information. The pointer information may include information indicating a pointer to delete an image as the processed information of the original information.

[0180] · The expression "at least any one" used in this specification means one or more of the desired options. As an example, the expression "at least any one" used in this specification means only one option or both of the two options if the number of options is two. As another example, the expression "at least any one" used in this specification means only one option or any combination of two or more options if the number of options is three or more.

[0181] [Appendix] The technical ideas grasped from the above-described embodiments and modification examples are described below. (A) An information processing apparatus includes a description acquisition unit that acquires a description text of a transaction target input by an administrator of the transaction target, a pointer information acquisition unit that acquires pointer information regarding a summary of the description text of the transaction target acquired by the description acquisition unit from a storage unit, and a summary text acquisition unit that transmits the description text of the transaction target acquired by the description acquisition unit and the pointer information acquired by the pointer information acquisition unit to a summary model, thereby acquiring a summary text of the transaction target that summarizes the description text of the transaction target acquired by the description acquisition unit.

[0182] (B) In the information processing apparatus according to (A), the pointer information includes information regarding a selection of the description text of the transaction target acquired by the description acquisition unit. (C) In the information processing apparatus according to (A) or (B), the pointer information includes information regarding the order of the description text of the transaction target acquired by the description acquisition unit.

[0183] (D) In the information processing apparatus according to any one of (A) to (C), the pointer information includes information regarding the sentence expression of the description text of the transaction target acquired by the description acquisition unit. (E) The information processing apparatus according to any one of (A) to (D) includes an evaluation unit that evaluates the summary text of the transaction target acquired by the summary text acquisition unit based on the pointer information acquired by the pointer information acquisition unit by transmitting the description text of the transaction target acquired by the description text acquisition unit, the pointer information acquired by the pointer information acquisition unit, and the summary text of the transaction target acquired by the summary text acquisition unit to an evaluation model.

[0184] (F) The information processing apparatus according to any one of (A) to (E) includes an information providing unit that provides the summary text of the transaction target acquired by the summary text acquisition unit so that it can be browsed by the intended user of the transaction target for each specified item.

[0185] (G) The information processing apparatus according to any one of (A) to (F) includes an information providing unit that provides the summary text of the transaction target acquired by the summary text acquisition unit and the translated text of the transaction target translated into different languages so that they can be browsed by the intended user of the transaction target.

[0186] (H) The information processing system includes a description text acquisition unit that acquires the description text of the transaction target input by the administrator of the transaction target, a pointer information acquisition unit that acquires pointer information regarding the summary of the description text of the transaction target acquired by the description text acquisition unit, and a summary text acquisition unit that acquires the summary text of the transaction target obtained by summarizing the description text of the transaction target acquired by the description text acquisition unit by transmitting the description text of the transaction target acquired by the description text acquisition unit and the pointer information acquired by the pointer information acquisition unit to a summarization model.

[0187] (I) The information processing method includes one or more computers acquiring the description text of the transaction target input by the administrator of the transaction target, acquiring pointer information regarding the summary of the description text of the transaction target, and acquiring the summary text of the transaction target obtained by summarizing the description text of the transaction target by transmitting the description text of the transaction target and the pointer information to a summarization model.

[0188] (J) The program causes one or more computers to obtain a description text of a transaction target input by an administrator of the transaction target, obtain guideline information regarding a summary of the description text of the transaction target, and transmit the description text of the transaction target and the guideline information to a summary model, thereby obtaining a summary text of the transaction target that summarizes the description text of the transaction target.

Description of Signs

[0189] 10… Information processing system, 11… Information processing device, 12… Travel management server, 12A… First travel management server, 12B… Second travel management server, 17… Large language model server, 17A… First large language model server, 17B… Second large language model server, 18… Terminal device, 30… Control unit, 30A… Description text acquisition unit (original text acquisition unit), 30B… Guideline information acquisition unit, 30E… Summary text acquisition unit (processed text acquisition unit), 30G… Evaluation unit, 30H… Information providing unit, 30I… Guideline correction unit, 31… Storage unit, 31A… First guideline information, 31B… Second guideline information, 31C… Evaluation result information.

Claims

1. A description acquisition unit that acquires a description text of a transaction target input by an administrator of the transaction target; A pointer information acquisition unit that acquires pointer information regarding a summary of the description text of the transaction target acquired by the description acquisition unit from a storage unit; A summary text acquisition unit that acquires a summary text of the transaction target that summarizes the description text of the transaction target acquired by the description acquisition unit by transmitting the description text of the transaction target acquired by the description acquisition unit and the pointer information acquired by the pointer information acquisition unit to a summary model; An information processing apparatus comprising:

2. The information processing apparatus according to claim 1, wherein the pointer information includes information regarding selection of the description text of the transaction target acquired by the description acquisition unit; An information processing apparatus.

3. The information processing apparatus according to claim 1, wherein the pointer information includes information regarding the order of the description text of the transaction target acquired by the description acquisition unit; An information processing apparatus.

4. The information processing apparatus according to claim 1, wherein the pointer information includes information regarding the sentence expression of the description text of the transaction target acquired by the description acquisition unit; An information processing apparatus.

5. In the information processing apparatus according to any one of claims 1 to 4, an evaluation unit that evaluates the summary text of the transaction target acquired by the summary text acquisition unit based on the pointer information acquired by the pointer information acquisition unit by transmitting the description text of the transaction target acquired by the description acquisition unit, the pointer information acquired by the pointer information acquisition unit, and the summary text of the transaction target acquired by the summary text acquisition unit to an evaluation model; An information processing apparatus.

6. In the information processing apparatus according to any one of claims 1 to 4, an information providing unit that provides the summary text of the transaction target acquired by the summary text acquisition unit so that it can be browsed by a scheduled user of the transaction target for each specified item; An information processing apparatus.

7. In the information processing apparatus according to any one of claims 1 to 4, an information providing unit that provides a translated text of the transaction target obtained by translating the summary text of the transaction target acquired by the summary text acquisition unit so that it can be browsed by a scheduled user of the transaction target in a different language; An information processing apparatus.

8. A description acquisition unit that acquires a description text of a transaction target input by an administrator of the transaction target; A pointer information acquisition unit that acquires pointer information regarding a summary of the description text of the transaction target acquired by the description acquisition unit; By transmitting the description text of the transaction target acquired by the description text acquisition unit and the pointer information acquired by the pointer information acquisition unit to the summarization model, a summarization text acquisition unit that acquires a summarization text of the transaction target obtained by summarizing the description text of the transaction target acquired by the description text acquisition unit; An information processing system comprising the same. **Claim 9** One or more computers perform: Acquiring the description text of the transaction target input by the administrator of the transaction target; Acquiring pointer information regarding the summary of the description text of the transaction target; By transmitting the description text of the transaction target and the pointer information to the summarization model, acquiring a summarization text of the transaction target obtained by summarizing the description text of the transaction target; An information processing method for executing the above. **Claim 10** One or more computers are caused to perform: Acquiring the description text of the transaction target input by the administrator of the transaction target; Acquiring pointer information regarding the summary of the description text of the transaction target; By transmitting the description text of the transaction target and the pointer information to the summarization model, acquiring a summarization text of the transaction target obtained by summarizing the description text of the transaction target; A program for causing the above to be executed.

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