Author

Wei-Yi Kong

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Review Jul 2026

Same Evidence, Different Target: Decoding How Diagnostic Evidence Bears on Causal Questions from Language-Model States

This work introduces paired prompts that repeat the same diagnostic evidence verbatim while changing the causal target, and shows that the hidden state contains linearly decodable information about whether diagnostic evidence favors, challenges, or fails to address the causal target.

Wei-Yi Kong, Zhuoran Li · arXiv.org · 0 citations

#artificial intelligence Preprint Jul 2026

CDEP Agent: Connecting Meteorologically Detected Temporal Compound Events to Real-World Documentary Evidence

CDEP Agent is presented, an auditable LLM-agent framework that tests this mismatch directly by linking CDEP candidates detected from meteorological reanalysis to real-world hazard and impact evidence across sources with different spatial scales, temporal resolutions, and reporting conventions.

Zhuo-Ran Li, Weiyi Kong, Boer Zhang · 0 citations

#artificial intelligence Preprint Jun 2026

CARE: Context-Aware Ranking Evolution with Executable Scoring Programs for Budgeted Reaction Optimization

CARE is introduced, a reference-conditioned controller that separates program synthesis from experiment selection and attains the lowest normalized regret, the highest normalized best-so-far AUC, and the highest Top-1% Success@15 among the evaluated methods.

Guanyu Liu, Weiyi Kong, Chao Tang et al. · 1 citation