Papers by Mingye Wang
SentSpace: Large-Scale Benchmarking and Evaluation of Text using Cognitively Motivated Lexical, Syntactic, and Semantic Features (2022.naacl-demo)
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| Challenge: | SentSpace provides a framework for streamlined evaluation of textual input. |
| Approach: | They describe the design of SentSpace and demonstrate an example use case . they use a web interface for interactive visualization and comparison with large corpora . |
| Outcome: | The framework provides a common framework for evaluation and visualization. |
FlipGuard: Defending Preference Alignment against Update Regression with Constrained Optimization (2024.emnlp-main)
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| Challenge: | Recent advances in preference alignment have significantly improved Large Language Models' ability to generate texts that align with human preferences and values. |
| Approach: | They propose a constrained optimization approach to detect and mitigate update regression with focal attention. |
| Outcome: | The proposed approach detects and mitigates update regression with focal attention while maintaining excellent overall performance. |