الباحثون

Jianpeng Zhao

المنشورات 2

نسخة أولية وصول مفتوح

Is This Evidence Decision-Critical? Learning to Verify Rule-Governed Decisions

Haoyang Zhang, Jianpeng Zhao, Qi Hao وآخرون · 2026

Rule-based reasoning, as in eligibility checks and contract reviews, requires language models to assess evidence against individual conditions and combine their judgments under explicit rules. Errors in evidence assessment can leave a decision unchanged, but misinterpreting or overlooking decision-critical evidence can …

نسخة أولية وصول مفتوح

RGDT-Bench: Benchmarking LLM Reasoning for Rule-Governed Decisions and Their Justifications

Jianpeng Zhao, Haihua Xu, Haoyang Zhang وآخرون · 2026

We study reasoning in Rule-Governed Decision Tasks (RGDTs), where models apply external rules to case facts and justify decisions, as required in policy, contract, and compliance settings. Beyond the deductive capability emphasized by standard mathematical and logical reasoning tasks, RGDTs require interpreting rules a …

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