Author

Qiyuan Li

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#artificial intelligence Preprint Sep 2026

StateSwap: Probing Support-Elimination Hidden States in Multiple-Choice Questions

A dual-framing protocol with minimally varied prompts that use either support- or elimination-oriented framing while keeping the evaluation target fixed is introduced, providing intervention-based evidence that the activations are behaviorally relevant.

Chao Gao, Haijiang Liu, Qiyuan Li et al. · 0 citations

Conference Open access Sep 2026

LLMs as Parametric Knowledge Sources for Knowledge Graph Completion

This framework performs LLM knowledge elicitation to extract factual knowledge from the model’s internal representations and transforms sentence-level representations into entity-level representations and aligns them within a unified space.

Deyu Chen, Qi-Yuan Li, Jinguang Gu et al. · Proceedings of the Thirty-Fi... · 0 citations