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Yuxuan Huang

4 accepted papers

2026

Can LLMs Reason Soundly in Law? Auditing Inference Patterns for Legal Judgment

ICLR 2026poster

This paper presents a method to analyze the inference patterns used by Large Language Models (LLMs) for judgment in a case study on legal LLMs, so as to identify potential incorrect representations of the LLM, according to human domain knowledge. Unlike traditional evaluations on language generation…

Cited by 0SourceScholar
2025

ATLAS: Agent Tuning via Learning Critical Steps

ACL 2025finding

Large Language Model (LLM) agents have demonstrated remarkable generalization capabilities across multi-domain tasks. Existing agent tuning approaches typically employ supervised finetuning on entire expert trajectories. However, behavior-cloning of full trajectories can introduce expert bias and we…

Cited by 0SourcePDFScholar
2025

Spiral of Silence in Large Language Model Agents

EMNLP 2025

The Spiral of Silence (SoS) theory holds that individuals with minority views often refrain from speaking out for fear of social isolation, enabling majority positions to dominate public discourse. When the “agents” are large language models (LLMs), however, the classical psychological explanation i

Cited by 0SourcePDFScholar