Information processing system, program, and information processing method

Abstract

To easily generate a summary slide desired by a user from text data. [Solution] An information processing system that generates summary slides consisting of multiple pages and including text and images, comprising: a dialogue unit (102) that acquires a sample page by inputting a prompt including target data indicating the target of the summary and a request to generate a sample page in the summary slide generated from the target data into a generation model (300); and a presentation unit (104) that presents the sample page; after the sample page is presented, the dialogue unit (102) acquires the summary slide by inputting a prompt including a request to generate a summary slide into the generation model (300), and the presentation unit (104) presents the summary slide.

Description

[Technical Field]

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

[0002] Conventionally, there are known techniques for generating summary data from text data. Patent Document 1 discloses a technique for generating candidate data of summary data constrained according to predetermined constraints received from a client user, and further generating finalized data of the summary data based on the constraints updated based on the candidate data. [Prior art documents] [Patent documents]

[0003] [Patent Document 1] Japanese Patent Publication No. 2022-165786 Summary of the Invention [Problem to be solved by the invention]

[0004] There has been a problem in that it is difficult to generate a summary slide that meets the user's needs from text data obtained by speech recognition of the conference audio data.

[0005] The present invention has been made in consideration of the above points, and aims to provide an information processing system, a program, and an information processing method that can easily generate a summary slide that a user desires from text data. [Means for solving the problem]

[0006] In order to solve the above problems, the information processing system of the present disclosure includes: An information processing system for generating a summary slide consisting of multiple pages and including text and images, a dialogue unit that acquires a sample page by inputting a prompt, which includes target data indicating a target for summarization and a request for generating a sample page in the summary slide generated from the target data, into a generative model; a presentation unit that presents the sample page; Equipped with the dialogue unit, after the sample page is presented, inputs a prompt including a request to generate the summary slide into the generative model, thereby obtaining the summary slide; The presentation unit presents the summary slide.

[0007] The program of the present disclosure is A program for causing a computer that generates a summary slide consisting of multiple pages and including text and images to function as a dialogue unit and a presentation unit, the dialogue unit obtains the sample page by inputting a prompt including target data indicating a summary target and a request for generating a sample page in the summary slide generated from the target data into a generative model; the presentation unit presents the sample page; the dialogue unit, after the sample page is presented, inputs a prompt including a request to generate the summary slide into the generative model, thereby obtaining the summary slide; The presentation unit presents the summary slide.

[0008] The information processing method of the present disclosure includes: An information processing method performed by a computer having a control unit that generates a summary slide including text and images and consisting of multiple pages, comprising: a step of acquiring a sample page by inputting a prompt including target data indicating a summary target and a request for generating a sample page in the summary slide generated from the target data into a generative model by the control unit; a step of the control unit presenting the sample page; obtaining the summary slide by inputting a prompt including a request to generate the summary slide into the generative model after the sample page is presented; the control unit presenting the summary slide; The present invention is characterized in that it includes: [Effects of the Invention]

[0009] According to the present disclosure, a summary slide desired by a user can be easily generated from text data. [Brief explanation of the drawings]

[0010] [Figure 1] Information Processing Systems [Figure 2] 10 is a flowchart showing a summary slide generation process. [Figure 3] FIG. 10 is a diagram showing a display example of a sample page display screen. DETAILED DESCRIPTION OF THE INVENTION

[0011] 1 is a diagram illustrating the overall configuration of an information processing system 1 according to an embodiment. The information processing system 1 uses a generative model to obtain information (answers) corresponding to questions from users, thereby generating summary slides that summarize the content, for example, from speech information of participants in a conference. Here, the summary slides are information that includes text and images and is made up of multiple pages.

[0012] The information processing system 1 includes an information processing device 10, a user device 20, and a generative model server device 30. The information processing device 10, the user device 20, and the generative model server device 30 are connected to each other so as to be able to communicate with each other via a communication network N such as the Internet.

[0013] The information processing device 10 is a computer or the like, and obtains answers to questions from users by interacting with a generative model 300 stored in a generative model server device 30. The information processing device 10 is configured from a computer or the like, and includes a control unit 100, a memory unit 110, and a communication unit 120.

[0014] The control unit 100 includes a processor such as a CPU (Central Processing Unit) and controls the operation of the information processing device 10. The storage unit 110 includes, for example, a HDD (Hard Disk Drive), RAM (Random Access Memory), ROM (Read Only Memory), and SSD (Solid State Drive). Furthermore, the storage unit 110 is not limited to being built into the information processing device 10, and may be a storage medium (for example, a USB memory) that is detachably attached to the information processing device 10. In this embodiment, the storage unit 110 stores various programs executed by the control unit 100 and various data.

[0015] The communication unit 120 includes a communication interface for communicating with an external device wirelessly or via a wired connection. The control unit 100 transmits and receives data to and from the generative model server device 30 and the user device 20 via the communication unit 120.

[0016] The generative model server device 30 is a computer or the like. The generative model server device 30 stores a generative model 300 that receives a question (prompt) as input and outputs an answer. The generative model 300 is a learning model generated by machine learning, and generates an answer in response to the prompt. The generative model may be a Generative Pre-trained Transformer or a language model based thereon. Examples of the generative model 300 include ChatGPT, GPT-3, GPT-4 by OpenAI, and GPT-J by EleutherAI.

[0017] The generative model server device 30 is used for large-scale natural language processing tasks, such as automatically performing machine translation, sentence generation, document classification, question answering, etc. The generative model 300 learns from a huge amount of data and then makes predictions for new input. The generative model server device 30 hosts the generative model 300, invokes the generative model 300 in response to a request, and returns the results. When the generative model server device 30 according to this embodiment receives a prompt from the information processing device 10, it performs computational processing to generate an answer sentence. The generated answer sentence is then transmitted to the information processing device 10.

[0018] The user device 20 is an information processing device. The user device 20 may also be a portable device such as a smartphone, PC, or tablet. The user device 20 includes a control unit 200, a memory unit 210, a communication unit 220, an operation unit 230, and a display unit 240. The control unit 200, the memory unit 210, and the communication unit 220 are similar to the control unit 100, the memory unit 110, and the communication unit 120 of the information processing device 10, respectively. The operation unit 230 accepts user operations. Examples of the operation unit 230 include a keyboard and a mouse. The display unit 240 is, for example, a monitor, and displays various screens. The operation unit 230 and the display unit 240 may be integrated as a touch panel.

[0019] Next, a description will be given of the configuration of the control unit 100 of the information processing device 10. The control unit 100 functions as a recognition unit 101, a dialogue unit 102, a reception unit 103, and a presentation unit 104 by executing a program stored in the storage unit 110. Note that, in the following, the processes described as being performed by the recognition unit 101, the dialogue unit 102, the reception unit 103, and the presentation unit 104 are processes performed by the control unit 100 executing the program.

[0020] The recognition unit 101 acquires audio data, which is the subject of generating a summary slide, from the user device 20 via the communication unit 120. Examples of audio data include discussions on a research topic, research presentations, and corporate meetings. The recognition unit 101 obtains text data from the audio data through speech recognition processing. The recognition unit 101 may also acquire video data containing audio, convert it into audio data, and then perform speech recognition.

[0021] The dialogue unit 102 transmits prompts to the plurality of generative model server devices 30 via the communication unit 120, thereby obtaining answers obtained by the generative model 300 from the generative model server devices 30. The dialogue unit 102 transmits prompts input in response to user operations on the user device 20, for example. The dialogue unit 102 then obtains answers corresponding to the prompts. The dialogue unit 102 obtains a summary slide from the generative model 300, for example, based on text data obtained by the recognition unit 101.

[0022] The receiving unit 103 receives an instruction from the user input to the user device 20 via the communication unit 120 .

[0023] The presentation unit 104 presents information such as summary slides obtained by the generative model 300 to the user. Specifically, the presentation unit 104 transmits information such as summary slides to the user device 20 via the communication unit 120 and displays it on the display unit 240. The processing of each functional unit will be described in detail later.

[0024] 2 is a flowchart showing the summary slide generation process performed by the information processing device 10. First, in step S100, the recognition unit 101 acquires voice data from the user device 20. Next, in step S102, the recognition unit 101 acquires text data by performing voice recognition on the acquired voice data. The text data acquired here is data that is the target of summary slide generation. Hereinafter, this data will be referred to as target data.

[0025] Next, in step S104, the dialogue unit 102 generates a prompt (a prompt for generating a sample page) including the target data, a request to generate a sample page, a request to provide the total number of pages, and a request to present confirmation items. The dialogue unit 102 then transmits this prompt to the generative model server device 30 via the communication unit 120. Here, the sample page is a one-page slide that serves as a sample of the summary slide to be generated from the target data. The total number of pages is the total number of pages in the summary slide when the summary slide is generated using the image of this sample page. The confirmation items are items that require the user to confirm regarding the contents of the target data. Examples of confirmation items include contradictory content contained in the target data, the title of the summary slide, the date of a meeting or the like, and participant information.

[0026] When the generative model server device 30 receives the prompt, it inputs the prompt to the generative model 300 to obtain the sample page, the total number of pages, and the confirmation items from the generative model 300. The sample page, the total number of pages, and the confirmation items are transmitted to the information processing device 10.

[0027] Then, in step S106, the dialogue unit 102 acquires the sample page, the total number of pages, and confirmation items as a response to the prompt from the generation model server device 30 via the communication unit 120.

[0028] Next, in step S108, the presentation unit 104 presents a sample page display screen. Specifically, the presentation unit 104 causes the display unit 240 of the user device 20 to display the sample page display screen. FIG. 3 is a diagram showing a display example of the sample page display screen 400. The sample page display screen 400 displays a sample page 310. Furthermore, a confirmation area 420 is provided below the sample page 310, and a correction input area 430 is provided to the left of the sample page 310. The sample page display screen 400 also has a summary slide generation button 440 for inputting an instruction to generate a summary slide.

[0029] The user can check whether the summary slide matches the desired image by checking the sample page 310. Specifically, the user can check the font size, the balance between the font and figures, the amount of information contained on one page, etc.

[0030] The total number of pages is included in the confirmation area 420. By checking the sample page 310 and the total number of pages, the user can get an idea of ​​the amount of information on one page and the amount of information on the entire summary slide.

[0031] The confirmation area 420 displays the total number of pages as well as confirmation items. In the example of FIG. 3, the confirmation area 420 displays the title of the summary slide, the date of the meeting, and information about the participants. Furthermore, if the target data contains contradictory content, the contradictory content is displayed in the confirmation area 420. For example, if the target data contains content such as "The next presenter will be person A" and content such as "The next presenter will be person B," the confirmation area 420 displays content such as "It appears that there is a discrepancy between the next presenters, person A and person B. Is it okay for the next presenter to be person A?"

[0032] The correction input area 430 includes multiple input fields for the user to input corrections that are required when generating the summary slide. In the example of FIG. 3, the correction input area 430 includes input fields for the total number of pages, font size, size of figures and tables, and input fields for other corrections. The user checks the total number of pages displayed in the confirmation area 420, and if it differs from the desired number of pages, inputs the desired total number of pages in the correction input area 430. Similarly, if the user wishes to adjust the font size or size of figures and tables, the user inputs instructions such as increasing or decreasing the size, respectively. Furthermore, if corrections are required for the confirmation items, the user inputs them in the input fields for other corrections.

[0033] The sample page display screen 400 is an example of a correction input screen for receiving instruction input from the user. The sample page and the correction input field may be configured as separate screens. In other words, the sample page display screen on which the sample page is displayed and the correction input screen may be configured as separate screens.

[0034] 2, the receiving unit 103 checks whether a correction instruction corresponding to the input has been received from the user device 20 via the communication unit 120. For example, if an input to change the total number of pages from 10 pages to 5 pages is received, the receiving unit 103 receives a correction instruction to change the total number of pages to 5 pages. Also, if an input to increase the font size is received, the receiving unit 103 receives a correction instruction to increase the font size.

[0035] If the receiving unit 103 receives a correction instruction (Y in step S110), and if the summary slide generation button 440 on the sample page display screen 400 is pressed, the dialogue unit 102 sends a prompt (summary slide generation prompt) including a request to generate a summary slide that reflects the corrections (step S112). Then, in step S114, the summary slide that reflects the correction instruction is obtained as a response to the prompt. Next, in step S116, the presentation unit 104 presents the summary slide that reflects the correction instruction. Specifically, the presentation unit 104 displays the summary slide on the display unit 240 of the user device 20.

[0036] On the other hand, if the receiving unit 103 does not receive a correction instruction (N in step S110), it sends a prompt for generating a summary slide (step S118) on the condition that the summary slide generation button 440 has been pressed. The sent prompt includes a request to generate a summary slide without any corrections, i.e., a request to generate a summary slide exactly like the sample page. Then, in step S120, the dialogue unit 102 obtains a summary slide corresponding to the sample page as a response to the prompt. Next, in step S122, the presentation unit 104 presents the summary slide.

[0037] As described above, in the information processing system 1 of this embodiment, the information processing device 10 presents a sample page of the summary slide before presenting the summary slide. Therefore, the user can check the sample page before checking the summary slide. Because a summary slide includes multiple pages, its generation takes time. In contrast, the information processing system 1 of this embodiment can present the sample page in a shorter time than the time required to present the summary slide. Furthermore, by checking the sample page, the user can get a general idea of ​​the summary slide, allowing them to input appropriate correction instructions. Therefore, the summary slide desired by the user can be obtained in a shorter time and at a lower cost. In this way, the information processing system 1 of this embodiment can easily generate the summary slide desired by the user from text data.

[0038] The above-described embodiment is an example for carrying out the present invention, and various other embodiments are possible. For example, various modifications and changes are possible within the scope of the gist of the present invention as defined in the claims, such as applying one modified example to another modified example. For example, some of the components of the above-described embodiment may be omitted, and the order of processing may be changed or omitted.

[0039] In a first such variation, the sample page may include important content in the target text. In this case, the sample page generation prompt includes information indicating that the sample page should be a page about important content in the target text. This generates a sample page that includes important content in the target text. Therefore, the user can also check the content shown in the summary slide from the sample page.

[0040] As a second modification, the prompt for generating the sample page may include a request for presentation of a proposed overall structure of the summary slide. In this case, the dialogue unit 102 acquires the proposed overall structure along with the sample page. The proposed overall structure is then presented to the user by the presentation unit 104. This allows the user to check not only the sample page but also the proposed overall structure. The proposed overall structure may be presented in the form of a table of contents, for example, or may show the titles of each page. This allows the user to understand the relationship between each page included in the summary slide and the overall structure.

[0041] As a third variation, the number of sample pages may be fewer than the total number of pages in the summary slides, and is not limited to 1. By using a fewer number of sample pages than the total number of pages in the summary slides, the time required to present the sample pages can be shorter than the time required to present the summary slides.

[0042] For example, the sample page may be composed of multiple pages including a cover page. In this case, the dialogue unit 12 inputs a prompt including a request to generate a sample page composed of multiple pages including a cover page into the generative model. Then, the presentation unit 104 presents the sample page composed of multiple pages including a cover page. Here, the cover page includes information such as the title, presenter, and date of the event. Here, the presenter may be a natural person or a corporation.

[0043] As a fourth variation, the target data from which summary slides are generated may be text data that indicates a summary of data obtained by speech recognition of audio data. This allows for more accurate summary slides to be generated. Furthermore, the target data is not limited to text data, but may also be images, audio, video, or slide data. For example, about ten summary slides may be generated from data on several dozen slides.

[0044] As a fifth modification, the items that the user can modify are not limited to those described in the embodiment. As another example, the user may be able to input modification instructions for the amount of text (amount of information) per page, color tone, style, design theme, etc. The information processing device 10 can obtain a summary slide corresponding to the modification instructions by transmitting a prompt for generating a summary slide in accordance with the modification instructions. These modifications can be instructed by inputting text in the "Other Modifications" field in FIG. 3.

[0045] As a sixth modification, from the viewpoint of preventing hallucination, the prompt for generating a summary slide may include a message that no text other than the target text should be referenced when generating the summary slide.

[0046] As a seventh modified example, after receiving a correction instruction, the information processing device 10 may present a sample page reflecting the correction instruction to the user before generating a summary slide. In this case, the dialogue unit 102 generates a prompt including a request for generating a sample page reflecting the correction instruction. The dialogue unit 102 then transmits this prompt to the generative model server device 30 via the communication unit 120. The dialogue unit 102 then acquires, via the communication unit 120, the sample page reflecting the correction instruction, which has been generated by the generative model 300. The sample page is presented by the presentation unit 104. The information processing device 10 may present the sample page to the user multiple times in response to receiving a correction instruction multiple times.

[0047] As an eighth modification, the information processing device 10 may store previously generated summary slides and input a prompt including the stored summary slides and a request to generate a sample page of a summary slide similar to the previously generated summary slide to the generative model 300. Furthermore, previously generated summary slides may be stored in association with a user ID that identifies the user who generated them, and the summary slide associated with the user ID of the user who generates the summary slide may be included in the prompt. This makes it possible to obtain a sample page of a summary slide that meets the user's wishes.

[0048] As a tenth modification, the functional configuration of the information processing device 10 may be realized by an information processing system including a plurality of devices.

[0049] (Addendum) The matters described in the above embodiments will be supplemented below.

[0050] (Appendix 1) An information processing system for generating a summary slide consisting of multiple pages and including text and images, a dialogue unit that acquires a sample page by inputting a prompt, which includes target data indicating a target for summarization and a request for generating a sample page in the summary slide generated from the target data, into a generative model; a presentation unit that presents the sample page; Equipped with the dialogue unit, after the sample page is presented, inputs a prompt including a request to generate the summary slide into the generative model, thereby obtaining the summary slide; The presentation unit presents the summary slide.

[0051] (Appendix 2) a receiving unit configured to receive a correction instruction for generating the summary slide in response to a user operation after the sample page is presented; the dialogue unit inputs a prompt including a request to generate the summary slide in response to the correction instruction into the generative model, thereby obtaining the summary slide; The information processing system according to claim 1, wherein the presentation unit presents the summary slide.

[0052] (Appendix 3) a receiving unit configured to receive a correction instruction for generating the summary slide in response to a user operation after the sample page is presented; the dialogue unit inputs a prompt including a request to generate a sample page in the summary slide according to the correction instruction into the generative model, thereby obtaining the corrected sample page; The information processing system according to claim 1 , wherein the presentation unit presents the modified sample page before presenting the summary slide.

[0053] (Appendix 4) 2. The information processing system of claim 1, wherein the sample page is a single page.

[0054] (Appendix 5) 2. The information processing system according to claim 1, wherein the generation request is a request to generate the sample page including important content in the target data.

[0055] (Appendix 6) The sample page is composed of multiple pages including a cover page, The information processing system according to claim 1, wherein the cover page includes a title and a presenter.

[0056] (Appendix 7) the dialogue unit inputs a prompt including the target data, the request to generate the sample page, and a request to present the total number of pages of the summary slide to the generative model, thereby acquiring the sample page and the total number of pages; The information processing system described in Appendix 1, wherein the presentation unit presents the sample page and the total number of pages of the summary slide.

[0057] (Appendix 8) 2. The information processing system according to claim 1, wherein the presentation unit presents a correction input screen for receiving instruction input from a user.

[0058] (Appendix 9) the presentation unit presents a correction input screen for receiving an instruction input from a user; An information processing system as described in Appendix 7, wherein the correction input screen includes an input field for accepting corrections to the total number of pages.

[0059] (Appendix 10) the dialogue unit inputs the target data, the request for generating the sample page, and a prompt including a request for presentation of confirmation items that require user confirmation into the generative model, thereby acquiring the sample page and the confirmation items; The information processing system according to claim 1, wherein the presentation unit presents the sample page and the confirmation items.

[0060] (Appendix 11) The information processing system of Appendix 10, wherein the confirmation items include at least one of the title of the summary slide, the date and time of the meeting corresponding to the target data, and the participants of the meeting.

[0061] (Appendix 12) The information processing system of claim 10, wherein the confirmation items include contradictory content contained in the target data.

[0062] (Appendix 13) The dialogue unit inputs the target data, the sample page generation request, and a prompt including a summary slide that has already been generated into the generative model; The information processing system of claim 1, wherein the interactive unit obtains a sample page of the summary slide that is similar to the already generated summary slide.

[0063] (Appendix 14) A program for causing a computer that generates a summary slide consisting of multiple pages and including text and images to function as a dialogue unit and a presentation unit, the dialogue unit obtains the sample page by inputting a prompt including target data indicating a summary target and a request for generating a sample page in the summary slide generated from the target data into a generative model; the presentation unit presents the sample page; the dialogue unit, after the sample page is presented, inputs a prompt including a request to generate the summary slide into the generative model, thereby obtaining the summary slide; The presentation unit presents the summary slide.

[0064] (Appendix 15) An information processing method performed by a computer having a control unit that generates a summary slide including text and images and consisting of multiple pages, comprising: a step of acquiring a sample page by inputting a prompt including target data indicating a summary target and a request for generating a sample page in the summary slide generated from the target data into a generative model by the control unit; a step of the control unit presenting the sample page; obtaining the summary slide by inputting a prompt including a request to generate the summary slide into the generative model after the sample page is presented; the control unit presenting the summary slide; An information processing method, including: [Explanation of symbols]

[0065] 1. Information Processing Systems 10. Information processing equipment 20 User Device 30. Generative model server device 100 control section 101 Recognition part 102 Dialogue Section 103 Reception 104 Presentation section 110 Storage section 120 Communications Department 200 control section 210 Storage section 220 Communications Department 230 Operation section 240 Display section 300 Generative Models

Claims

1. An information processing system for generating a summary slide consisting of multiple pages and including text and images, a dialogue unit that acquires sample pages, which are slides with a number of pages less than the number of pages of the summary slides, by inputting a prompt including target data indicating a summary target and a request for generating sample pages, which are slides that serve as samples of the summary slides generated from the target data, into a generation model; a presentation unit that presents the sample page; the dialogue unit, after the sample page is presented, inputs a prompt including a request to generate the summary slide into the generative model, thereby obtaining the summary slide; The presentation unit presents the summary slide.

2. a receiving unit configured to receive a correction instruction for generating the summary slide in response to a user operation after the sample page is presented; the dialogue unit inputs a prompt including a request to generate the summary slide in response to the correction instruction into the generative model, thereby obtaining the summary slide; The information processing system according to claim 1 , wherein the presentation unit presents the summary slide.

3. a receiving unit configured to receive a correction instruction for generating the summary slide in response to a user operation after the sample page is presented; the dialogue unit inputs a prompt including a request to generate a sample page in the summary slide according to the correction instruction into the generative model, thereby obtaining the corrected sample page; The information processing system according to claim 1 , wherein the presentation unit presents the modified sample page before presenting the summary slide.

4. The information processing system according to claim 1 , wherein the sample page is a single page.

5. The information processing system according to claim 1 , wherein the generation request is a request to generate the sample page including important content in the target data.

6. 2. The information processing system according to claim 1, wherein the sample page is made up of a plurality of pages including a cover page, and the cover page includes a title and a presenter.

7. the dialogue unit inputs a prompt including the target data, the request to generate the sample page, and a request to present the total number of pages of the summary slide to the generative model, thereby acquiring the sample page and the total number of pages; The information processing system according to claim 1 , wherein the presentation unit presents the sample page and the total number of pages of the summary slide.

8. The information processing system according to claim 1 , wherein the presentation unit presents a correction input screen for receiving an instruction input from a user.

9. the presentation unit presents a correction input screen for receiving an instruction input from a user; The information processing system according to claim 7 , wherein the correction input screen includes an input field for accepting a correction to the total number of pages.

10. the dialogue unit inputs the target data, the request for generating the sample page, and a prompt including a request for presentation of confirmation items that require user confirmation into the generative model, thereby acquiring the sample page and the confirmation items; The information processing system according to claim 1 , wherein the presentation unit presents the sample page and the confirmation items.

11. The information processing system according to claim 10 , wherein the confirmation items include at least one of the title of the summary slide, the date and time of the meeting corresponding to the target data, and the participants of the meeting.

12. The information processing system according to claim 10 , wherein the confirmation items include contradictory content contained in the target data.

13. The dialogue unit inputs the target data, the sample page generation request, and a prompt including an already generated summary slide into the generative model. The information processing system according to claim 1 , wherein the interactive unit acquires a sample page of the summary slide that is similar to the already generated summary slide.

14. A program for causing a computer that generates a summary slide consisting of multiple pages and including text and images to function as a dialogue unit and a presentation unit, the dialogue unit inputs a prompt including target data indicating a target for summarization and a request for generating a sample page, which is a slide that serves as a sample of the summary slide generated from the target data, into the generation model, thereby acquiring a sample page, which is a slide with a number of pages that is less than the number of pages of the summary slide; the presentation unit presents the sample page; the dialogue unit, after the sample page is presented, inputs a prompt including a request to generate the summary slide into the generative model, thereby obtaining the summary slide; The presentation unit presents the summary slide.

15. An information processing method performed by a computer having a control unit that generates a summary slide including text and images and consisting of multiple pages, comprising: a step in which the control unit inputs a prompt including target data indicating a target for summarization and a request for generating a sample page, which is a slide that serves as a sample of the summary slide generated from the target data, into a generative model, thereby acquiring a sample page, which is a slide with a number of pages that is less than the number of pages of the summary slide; a step of the control unit presenting the sample page; obtaining the summary slide by inputting a prompt including a request to generate the summary slide into the generative model after the sample page is presented; and a step in which the control unit presents the summary slide.

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