8 papers
Compositional Consistency-Guided Decoding for Three-Way Logical Question Answering
Tianyi Huang, Ming Hou, Jiaheng Su +2
Three-way logical question answering (QA) assigns one of , , or to a hypothesis given a premise set . We study this task as a com…
Answer Only as Precisely as Justified: Calibrated Claim-Level Specificity Control for Agentic Systems
Tianyi Huang, Samuel Xu, Jason Tansong Dang +2
Agentic systems often fail not by being entirely wrong, but by being too precise: a response may be generally useful while particular claims exceed what the evidence supports. We s…
CounterRefine: Answer-Conditioned Counterevidence Retrieval for Inference-Time Knowledge Repair in Factual Question Answering
Tianyi Huang, Ying Kai Deng
In factual question answering, many errors are not failures of access but failures of commitment: the system retrieves relevant evidence, yet still settles on the wrong answer. We…
Permutation-Consensus Listwise Judging for Robust Factuality Evaluation
Tianyi Huang, Nathan Huang, Justin Tang +2
Large language models (LLMs) are now widely used as judges, yet their decisions can change under presentation choices that should be irrelevant. We study one such source of instabi…
PAVE: Premise-Aware Validation and Editing for Retrieval-Augmented LLMs
Tianyi Huang, Caden Yang, Emily Yin +2
Retrieval-augmented language models can retrieve relevant evidence yet still commit to answers before explicitly checking whether the retrieved context supports the conclusion. We…
Structured Reasoning for Fairness: A Multi-Agent Approach to Bias Detection in Textual Data
Tianyi Huang, Elsa Fan
From disinformation spread by AI chatbots to AI recommendations that inadvertently reinforce stereotypes, textual bias poses a significant challenge to the trustworthiness of large…