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Benchmarks
Video Classification on MMEB Video Classification (Kinetics-700, SSv2, HMDB, UCF, Breakfast) v2 (test)
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63.7
Classification Accuracy
TARA (Tarsier-7B)
25.22
35.21
45.2
55.19
Dec 15, 2025
Classification Accuracy
Updated 2d ago
Evaluation Results
Method
Method
Links
Classification Accuracy
TARA (Tarsier-7B)
Backbone=Tarsier-7B, Z...
2025.12
63.7
FreeRet (Qwen2VL-7B)
Backbone=Qwen2VL-7B, Z...
2025.12
63.2
Think-Then-Embed-7B
Number of Parameters=7...
2025.12
57.5
VLM2Vec-V2 (7B)
Number of Parameters=7...
2025.12
45.9
VLM2Vec-Qwen2VL (7B)
Number of Parameters=7...
2025.12
39.1
GME (7B)
Number of Parameters=7...
2025.12
37.4
LamRA-Qwen2.5 (7B)
Number of Parameters=7...
2025.12
32.9
ColPali v1.3 (3B)
Number of Parameters=3...
2025.12
26.7
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