multimodal-evaluation

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EvolvingLMMs-Lab / lmms-eval

One-for-All Multimodal Evaluation Toolkit Across Text, Image, Video, and Audio Tasks

benchmark evaluation agi video-understanding vlm multimodal large-language-models vision-language-model llm-evaluation audio-evaluation multimodal-evaluation

Updated Apr 29, 2026
Python

divake / VLM-Judge-Uncertainty

Star

VLM Judges Can Rank but Cannot Score: Task-Dependent Uncertainty in Multimodal Evaluation. Calibrated prediction intervals for VLM-as-a-Judge using only score-token logprobs.

calibration gemini uncertainty-quantification conformal-prediction llava vision-language-models llm-as-a-judge phi-4 multimodal-evaluation

Updated Apr 29, 2026
TeX

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