Yi-Lin Tsai
2024
Let Me Speak Freely? A Study On The Impact Of Format Restrictions On Large Language Model Performance.
Zhi Rui Tam
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Cheng-Kuang Wu
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Yi-Lin Tsai
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Chieh-Yen Lin
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Hung-yi Lee
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Yun-Nung Chen
Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: Industry Track
Structured generation, the process of producing content in standardized formats like JSON and XML, is widely utilized in real-world applications to extract key output information from large language models (LLMs).This study investigates whether such constraints on generation space impact LLMs’ abilities, including reasoning and domain knowledge comprehension. Specifically, we evaluate LLMs’ performance when restricted to adhere to structured formats versus generating free-form responses across various common tasks. Surprisingly, we observe a significant decline in LLMs’ reasoning abilities under format restrictions. Furthermore, we find that stricter format constraints generally lead to greater performance degradation in reasoning tasks.
2015
基於 Word2Vec 詞向量的網路情緒文和流行音樂媒合方法之研究(Matching Internet Mood Essays with Pop-Music Based on Word2Vec)[In Chinese]
Pin-Chu Wen
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Yi-Lin Tsai
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Tzong-Han Tsai
Proceedings of the 27th Conference on Computational Linguistics and Speech Processing (ROCLING 2015)
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Co-authors
- Zhi Rui Tam 1
- Cheng-Kuang Wu 1
- Chieh-Yen Lin 1
- Hung-Yi Lee 1
- Yun-Nung Chen 1
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