Toxicity classification on ToxCMM
94.35F1 ScoreToxVidLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 94.35 | 94.29 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 94.12 | 93.87 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 94.06 | 93.94 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 93.88 | 93.73 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Single Task2024.05 | 93.85 | 93.64 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 93.78 | 93.71 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 93.72 | 93.56 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 93.61 | 93.58 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 93.51 | 93.01 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 93.48 | 93.29 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 93.45 | 93.23 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 92.81 | 92.59 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 92.72 | 92.65 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Single Task2024.05 | 92.64 | 92.58 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 92.51 | 92.34 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 92.47 | 92.28 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 92.33 | 92.66 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Single Task2024.05 | 92.14 | 91.98 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 92.07 | 92.38 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 91.64 | 91.25 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 91.53 | 91.31 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Single Task2024.05 | 91.27 | 91.06 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Single Task2024.05 | 91.11 | 91.03 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Single Task2024.05 | 90.15 | 90.09 |