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Department of Computer Science and Engineering, Indian Institute of Technology Patna, India
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Context selectively shifts generative responsibility in translation, with function words relying heavily on surrounding sentences while content words remain stable.
SAE-based explanations can be certified for faithfulness, revealing that later layers of language models are significantly easier to interpret without sacrificing predictive accuracy.
Achieve more human-like negotiation from dialogue agents by explicitly modeling and reasoning about emotions with interpretable chain-of-thought prompting.