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Video Question Answering on TVQA (val)

87.9QA AccuracyLlama 3-V 70B
64.96870.921576.87582.8285Apr 25, 2019Mar 10, 2020Jan 25, 2021Dec 12, 2021Oct 28, 2022Sep 14, 2023Jul 31, 2024

Evaluation results

MethodLinks
Llama 3-V 70BZero-shot=true, Parameters=70B2024.0787.9
GPT-4VZero-shot=true2024.0787.3
Llama 3-V 8BZero-shot=true, Parameters=8B2024.0782.5
VX2TEXTSamples for Multimodal Pretext=02021.0174.9
HEROSamples for Multimodal Pretext=7.6M2021.0174.8
BERT QASamples for Multimodal Pretext=02021.0172.4
MSANSamples for Multimodal Pretext=02021.0171.6
HEROSamples for Multimodal Pretext=02021.0170.7
STAGE backboneTemporal Supervision=true2019.0470.5
STAGESamples for Multimodal Pretext=02021.0170.5
STAGE backboneTemporal Supervision=false2019.0468.56
TVQASamples for Multimodal Pretext=02021.0167.7
STAGE backboneBackbone=GloVe, Temporal Supervision=true2019.0466.92
STAGE backboneBackbone=GloVe, Temporal Supervision=false2019.0466.46
PAMNTemporal Supervision=false2019.0466.38
multi-taskTemporal Supervision=true2019.0466.22
two-streamTemporal Supervision=false2019.0465.85