The Application of RAG in Langchain Framework in Classical Chinese
Currently, the world's mainstream Large Language Models (LLMs) offer significantly less support for Chinese than for English, resulting in challenges when utilizing generative LLMs to produce high-quality Chinese traditional literature works. This paper proposes a data source creation method, t...
| Main Authors: | , |
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| Format: | Article |
| Language: | English English |
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INTI International University
2025
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| Subjects: | |
| Online Access: | http://eprints.intimal.edu.my/2163/ http://eprints.intimal.edu.my/2163/1/ij2025_22.pdf http://eprints.intimal.edu.my/2163/2/710 |
| _version_ | 1848766981610668032 |
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| author | Liu, Zhi Hao Leong, Wai Yie |
| author_facet | Liu, Zhi Hao Leong, Wai Yie |
| author_sort | Liu, Zhi Hao |
| building | INTI Institutional Repository |
| collection | Online Access |
| description | Currently, the world's mainstream Large Language Models (LLMs) offer significantly less support for Chinese than for English, resulting in challenges when utilizing generative LLMs to produce high-quality Chinese traditional literature works. This paper proposes a data source creation method, this method interprets words according to their extended meanings, which means one meaning of a word produces another or several meanings related to it in the process of language development, then use a word segmentation tool to divide the different meanings of a word, which re-quantifies the nouns, verbs, stories and histories in classical Chinese, the advantage of quantifying in this way is that it can effectively solve the problem of polysemy of words, and enhances the logical correlation between contexts. From the results, the correlation between the generated classical Chinese and the real results has been greatly improved. We use the Retrieval Augmented Generation (RAG) method to get the results at the least cost without retraining the new LLM |
| first_indexed | 2025-11-14T11:59:47Z |
| format | Article |
| id | intimal-2163 |
| institution | INTI International University |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T11:59:47Z |
| publishDate | 2025 |
| publisher | INTI International University |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | intimal-21632025-08-18T08:29:07Z http://eprints.intimal.edu.my/2163/ The Application of RAG in Langchain Framework in Classical Chinese Liu, Zhi Hao Leong, Wai Yie P Philology. Linguistics QA76 Computer software T Technology (General) Currently, the world's mainstream Large Language Models (LLMs) offer significantly less support for Chinese than for English, resulting in challenges when utilizing generative LLMs to produce high-quality Chinese traditional literature works. This paper proposes a data source creation method, this method interprets words according to their extended meanings, which means one meaning of a word produces another or several meanings related to it in the process of language development, then use a word segmentation tool to divide the different meanings of a word, which re-quantifies the nouns, verbs, stories and histories in classical Chinese, the advantage of quantifying in this way is that it can effectively solve the problem of polysemy of words, and enhances the logical correlation between contexts. From the results, the correlation between the generated classical Chinese and the real results has been greatly improved. We use the Retrieval Augmented Generation (RAG) method to get the results at the least cost without retraining the new LLM INTI International University 2025-08 Article PeerReviewed text en cc_by_4 http://eprints.intimal.edu.my/2163/1/ij2025_22.pdf text en cc_by_4 http://eprints.intimal.edu.my/2163/2/710 Liu, Zhi Hao and Leong, Wai Yie (2025) The Application of RAG in Langchain Framework in Classical Chinese. INTI JOURNAL, 2025 (22). pp. 1-7. ISSN e2600-7320 https://intijournal.intimal.edu.my |
| spellingShingle | P Philology. Linguistics QA76 Computer software T Technology (General) Liu, Zhi Hao Leong, Wai Yie The Application of RAG in Langchain Framework in Classical Chinese |
| title | The Application of RAG in Langchain Framework in Classical Chinese |
| title_full | The Application of RAG in Langchain Framework in Classical Chinese |
| title_fullStr | The Application of RAG in Langchain Framework in Classical Chinese |
| title_full_unstemmed | The Application of RAG in Langchain Framework in Classical Chinese |
| title_short | The Application of RAG in Langchain Framework in Classical Chinese |
| title_sort | application of rag in langchain framework in classical chinese |
| topic | P Philology. Linguistics QA76 Computer software T Technology (General) |
| url | http://eprints.intimal.edu.my/2163/ http://eprints.intimal.edu.my/2163/ http://eprints.intimal.edu.my/2163/1/ij2025_22.pdf http://eprints.intimal.edu.my/2163/2/710 |