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Video Retrieval on MMEB Video Retrieval v2

39.3Retrieval ScoreFreeRet
19.85224.90129.9534.999Sep 29, 2025

Evaluation results

MethodLinks
FreeRetMLLM=Qwen2-VL-7B, Train data (M)=–, Video data=–2025.0939.3
FreeRet-embedMLLM=Qwen2-VL-7B, Train data (M)=–, Video data=–2025.0936.5
FreeRetMLLM=Qwen2-VL-2B, Train data (M)=–, Video data=–2025.0933.6
FreeRet-embedMLLM=Qwen2-VL-2B, Train data (M)=–, Video data=–2025.0931.7
VLM2VecMLLM=Qwen2-VL-7B, Train data (M)=1.0, Video data=✗2025.0929
VLM2Vec-V2MLLM=Qwen2-VL-2B, Train data (M)=1.7, Video data=✓2025.0928.8
GMEMLLM=Qwen2-VL-7B, Train data (M)=8.0, Video data=✗2025.0928.4
GMEMLLM=Qwen2-VL-2B, Train data (M)=8.0, Video data=✗2025.0925.6
LamRAMLLM=Qwen2-VL-7B, Train data (M)=1.4, Video data=✗2025.0924.3
VLM2VecMLLM=Qwen2-VL-2B, Train data (M)=1.0, Video data=✗2025.0920.6