2 papers
cs.CL2026
Blind Men and the Elephant: Probing the Epistemic Myopia of LLMs under Long-Tail Divergent Knowledge
Zhuoshi Pan, Junru Lu, Yan Qian +3
Factual question answering (QA) typically assumes a single canonical answer, obscuring whether large language models (LLMs) retain divergent accounts of long-tail facts. To address…
cs.CL2025
M3PO: Multimodal-Model-Guided Preference Optimization for Visual Instruction Following
Ruirui Gao, Emily Johnson, Bowen Tan +1
Large Vision-Language Models (LVLMs) hold immense potential for complex multimodal instruction following, yet their development is often hindered by the high cost and inconsistency…