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ResearchFormerly WizWand

Task recognition on COIN

94.5AccuracyGAD
64.23672.09379.9587.807Jul 17, 2023Dec 24, 2023Jun 1, 2024Nov 8, 2024Apr 17, 2025Sep 24, 2025Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GADBackbone=Llama3-8B-Instruct, Classifier Type=Generative-Assisted Discriminative2026.0394.5
DiscBackbone=Llama3-8B-Instruct, Classifier Type=Discriminative2026.0394.3
GADBackbone=Llama3.2-1B-Instruct, Classifier Type=Generative-Assisted Discriminative2026.0393.5
StreamMind-8BBackbone=8B2026.0393.2
Videollm-MoD-8BBackbone=8B2026.0392.8
DiscBackbone=Llama3.2-1B-Instruct, Classifier Type=Discriminative2026.0392.8
Videollm-online-8BBackbone=8B2026.0392.7
OursDownstream architecture=Transformer2023.0790.5
VideoTaskGraph2026.0390.5
DistantSup.Downstream architecture=Transformer2023.0790
OursDownstream architecture=MLP2023.0789.4
TimeSformerDownstream architecture=Transformer2023.0788.9
DistantSup.Downstream architecture=MLP2023.0788.2
TimeSformerDownstream architecture=MLP2023.0787
VideoCLIPDownstream architecture=MLP2023.0782.9
TSNDownstream architecture=Transformer2023.0773.4
VideoCLIPDownstream architecture=Transformer2023.0772.5
SlowFastDownstream architecture=MLP2023.0772.4
SlowFastDownstream architecture=Transformer2023.0771.6
S3DDownstream architecture=Transformer2023.0770.2
S3DDownstream architecture=MLP2023.0768.5
ClipBERTDownstream architecture=Transformer2023.0765.4