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ResearchFormerly WizWand

Toxicity classification on ToxCMM

94.35F1 ScoreToxVidLM
89.98291.11692.2593.384May 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.0594.3594.29
ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity)2024.0594.1293.87
ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.0594.0693.94
ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.0593.8893.73
ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Single Task2024.0593.8593.64
ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.0593.7893.71
ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.0593.7293.56
ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity)2024.0593.6193.58
ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.0593.5193.01
ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity)2024.0593.4893.29
ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.0593.4593.23
ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.0592.8192.59
ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.0592.7292.65
ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Single Task2024.0592.6492.58
ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.0592.5192.34
ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity)2024.0592.4792.28
ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Sentiment)2024.0592.3392.66
ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Single Task2024.0592.1491.98
ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity)2024.0592.0792.38
ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Sentiment)2024.0591.6491.25
ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity)2024.0591.5391.31
ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Single Task2024.0591.2791.06
ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Single Task2024.0591.1191.03
ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Single Task2024.0590.1590.09