Information processing system

Abstract

The objective is to provide information processing systems that support production activities for those engaged in primary industries. [Solution] The system comprises a natural language information input receiving unit, a sensor data input receiving unit, a natural language processing unit that converts sensor data into natural language, a question input receiving unit, a search processing unit that performs search processing using natural language information based on the received question, a large-scale language model processing unit that inputs the question and the search results from the search processing unit into a large-scale language model, and a response output unit that outputs the response from the large-scale language model. The search processing unit is an information processing system that returns search results by referring to the memory area, using similarity calculated using natural language information and the question stored in the memory area, similarity based on information indicating the characteristics of the products produced in the primary industry and / or similarity based on information indicating the regionality in the primary industry.

Claims

1. An information processing system that supports the production activities of workers in primary industries, The aforementioned information processing system is A natural language information input receiving unit that receives natural language information input and stores it in a predetermined memory area, A sensor data input receiving unit that receives data measured by sensors installed at designated locations, A natural language processing unit that converts the sensor data into natural language and stores it in the memory area, A question input reception unit that receives questions from user terminals used by employees, A search processing unit that performs a search using natural language information stored in the memory area based on the question received, A large-scale language model processing unit inputs the aforementioned question and the search results from the search processing unit into a large-scale language model, The response output unit outputs the response of the aforementioned large-scale language model, It has, The aforementioned search processing unit, The system returns search results by referencing the memory, using the similarity calculated using the natural language information stored in the memory and the question, the similarity based on information indicating the characteristics of the products produced in the primary industry and / or the similarity based on information indicating the regional characteristics of the primary industry. An information processing system characterized by the following:

2. An information processing system that supports the production activities of workers in primary industries, The aforementioned information processing system is A natural language information input receiving unit that receives natural language information input and stores it in a predetermined memory area, A question input reception unit that receives questions from user terminals used by employees, A search processing unit that performs a search using natural language information stored in the memory area based on the question received, A large-scale language model processing unit inputs the aforementioned question and the search results from the search processing unit into a large-scale language model, The response output unit outputs the response of the aforementioned large-scale language model, It has, The aforementioned search processing unit, The system returns search results by referencing the memory, using the similarity calculated using the natural language information stored in the memory and the question, the similarity based on information indicating the characteristics of the products produced in the primary industry and / or the similarity based on information indicating the regional characteristics of the primary industry. An information processing system characterized by the following:

3. The aforementioned search processing unit, The similarity is calculated using the vectors embedded with each piece of natural language information stored in the memory area and the vector embedded with the question. Using the production target characteristic tags of each natural language information stored in the memory area and the production target characteristic tags of the question, the production target characteristic similarity is calculated. Using the regional tags of each piece of natural language information stored in the aforementioned memory area and the regional tags of the aforementioned questions, the regional similarity is calculated. Using the aforementioned similarity, the aforementioned production target characteristic similarity, and the regional similarity, the primary industry-specific similarity is calculated, and the search results are returned by referring to the memory area. The information processing system according to claim 1 or 2, characterized in that it is the same as described in claim 1.

4. The aforementioned search processing unit, The similarity of the production target characteristics is calculated using the soft labels assigned to each production target characteristic tag of the natural language information stored in the memory area, and the soft labels assigned to the production target characteristic tags of the question. The information processing system according to feature 3.

5. The aforementioned search processing unit, The similarity of the production target characteristics is calculated by using a weighted vector, which is weighted according to the soft label assigned to each production target characteristic tag of the natural language information stored in the memory area, and a weighted vector, which is weighted according to the soft label assigned to the production target characteristic tag of the question. The information processing system according to feature 4.

6. The aforementioned search processing unit, The regional similarity is calculated using the soft labels assigned to the regional tags of each piece of natural language information stored in the memory area, and the soft labels assigned to the regional tags of the question. The information processing system according to feature 3.

7. The aforementioned search processing unit, The regional similarity is calculated by using a weighted vector, which is weighted according to the soft label assigned to the regional tag of each piece of natural language information stored in the memory area, and a weighted vector, which is weighted according to the soft label assigned to the regional tag of the question. The information processing system according to feature 6.

8. The aforementioned search processing unit, The topic similarity is calculated using the soft labels assigned to the topic space of each piece of natural language information stored in the memory area, and the soft labels assigned to the topic space of the question. The information processing system according to feature 3.

9. The aforementioned search processing unit, The topic similarity is calculated using the soft label vectors assigned to the topic space of each piece of natural language information stored in the memory area, and the soft label vectors assigned to the topic space of the question. The information processing system according to feature 8.

10. The aforementioned search processing unit, Using the aforementioned similarity, the aforementioned production target characteristic similarity, the regional similarity, and the aforementioned topic similarity, the primary industry-specific similarity is calculated, and the search results are returned by referring to the natural language information storage unit. The information processing system according to feature 9.

11. An information processing system that supports the production activities of workers in primary industries, The aforementioned information processing system is A natural language information input receiving unit that receives natural language information input and stores it in a predetermined memory area, A sensor data input receiving unit that receives data measured by sensors installed at designated locations, A natural language processing unit that converts the sensor data into natural language and stores it in the memory area, An information processing system characterized by having the following features.

12. The aforementioned natural language processing unit is From the aforementioned sensor data, statistical quantities are calculated for each predetermined period. Using the aforementioned calculated statistics, a natural language that represents the state is generated. The information processing system according to claim 1 or 11.

13. The aforementioned natural language processing unit is By inputting the aforementioned sensor data into a predetermined prediction model, future predicted values ​​are calculated. Using the calculated values, a natural language representation of the state is generated. The information processing system according to claim 12, characterized by the features described above.

14. The aforementioned natural language processing unit is By substituting the calculated statistics into a predetermined text argument, a natural language representing the state is generated. The information processing system according to feature 13.

15. The aforementioned natural language processing unit is Using the aforementioned sensor data, instructions to represent the state of the data measured by the sensor data are input into a large-scale language model. It accepts sensor data expressed in natural language. The information processing system according to claim 1 or 11.

16. Computers, A natural language information input receiving unit that receives natural language information and stores it in a predetermined memory area. A sensor data input receiving unit that receives data measured by sensors installed at designated locations. A natural language processing unit that converts the sensor data into natural language and stores it in the memory area. A preprocessing unit that performs preprocessing on natural language information stored in the aforementioned memory area. A question input reception unit that receives questions from user terminals used by employees. A search processing unit that performs a search using natural language information stored in the memory area based on the question received. A large-scale language model processing unit inputs the aforementioned question and the search results from the search processing unit into a large-scale language model. An information processing program that functions as an answer output unit that outputs the answer of the large-scale language model, The aforementioned search processing unit, The system returns search results by referencing the memory, using the similarity calculated using the natural language information stored in the memory and the question, the similarity based on information indicating the characteristics of the products produced in the primary industry and / or the similarity based on information indicating the regional characteristics of the primary industry. An information processing program characterized by the following features.

17. Computers, A natural language information input receiving unit that receives natural language information and stores it in a predetermined memory area. A preprocessing unit that performs preprocessing on natural language information stored in the aforementioned memory area. A question input reception unit that receives questions from user terminals used by employees. A search processing unit that performs a search using natural language information stored in the memory area based on the question received. A large-scale language model processing unit inputs the aforementioned question and the search results from the search processing unit into a large-scale language model. An information processing program that functions as an answer output unit that outputs the answer of the large-scale language model, The aforementioned search processing unit, The system returns search results by referencing the memory, using the similarity calculated using the natural language information stored in the memory and the question, the similarity based on information indicating the characteristics of the products produced in the primary industry and / or the similarity based on information indicating the regional characteristics of the primary industry. An information processing program characterized by the following features.

18. Computers, A natural language information input receiving unit that receives natural language information and stores it in a predetermined memory area. A sensor data input receiving unit that receives data measured by sensors installed at designated locations. A natural language processing unit that converts the sensor data into natural language and stores it in the memory area. An information processing program characterized by functioning as such.

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