2 papers
cs.AI2026
Provenance-Aware Belief Updating in Human-AI Feedback Loops
Tianyi Huang, Eric Liu, Jay Chong +2
In repeated human-AI interaction, a single observation can be quoted, summarized, and returned to a model as multiple reports, making repetition look like independent corroboration…
cs.CL2026
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…