Papers by Yanxia Qin
A Probability–Quality Trade-off in Aligned Language Models and its Relation to Sampling Adaptors (2024.emnlp-main)
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| Challenge: | a relationship exists between the quality of a string and its probability, p(y), under a language model, and the quality and quality of the string. |
| Approach: | They examine the probability-quality relationship in language models aligned to human preferences through reinforcement learning through human feedback. |
| Outcome: | The proposed method improves the quality of text sampled from a language model by skewing the model towards high-probability strings. |
CocoSciSum: A Scientific Summarization Toolkit with Compositional Controllability (2023.emnlp-demo)
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| Challenge: | Using a controlled summarization system, we provide a toolkit for scientific summarizing documents. |
| Approach: | They propose a toolkit for controlled summarization of scientific documents that adjusts key attributes specifically of length and keyword inclusion. |
| Outcome: | The proposed system generates high-quality summaries based on user preferences, adjusting key attributes specifically of length and keyword inclusion. |
The ACL OCL Corpus: Advancing Open Science in Computational Linguistics (2023.emnlp-main)
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| Challenge: | ACL OCL is a scholarly corpus derived from the ACL Anthology . it provides metadata, PDF files, citation graphs and additional structured full texts . |
| Approach: | They present ACL OCL, a scholarly corpus derived from the ACL Anthology . it integrates metadata, PDF files, citation graphs and additional structured full texts . they highlight how it applies to observe trends in computational linguistics . |
| Outcome: | The ACL OCL spans seven decades and contains 73,285 papers . the scholarly corpus is based on the ACL Anthology and is available from HuggingFace . |