A training-free ensemble of commercial VLMs with prompt and chain-of-thought engineering reaches 79% on EgoSchema, ranking 2nd in the CVPR 2025 challenge, but the ensemble weights are fit to the test labels.
Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning.Advances in Neural Infor- mation Processing Systems, 37:110805–110853, 2024
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Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles
A training-free ensemble of commercial VLMs with prompt and chain-of-thought engineering reaches 79% on EgoSchema, ranking 2nd in the CVPR 2025 challenge, but the ensemble weights are fit to the test labels.