Severity classification on ToxCMM
86.84F1 ScoreToxVidLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 86.84 | 87.12 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 86.71 | 86.39 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 86.56 | 86.82 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 86.54 | 86.12 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Single Task2024.05 | 86.28 | 86.51 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 85.97 | 85.52 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 85.91 | 86.01 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 85.89 | 85.59 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 85.87 | 86.43 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 85.79 | 85.28 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 85.48 | 85.76 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 84.88 | 85.56 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Single Task2024.05 | 84.86 | 84.92 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity)2024.05 | 84.68 | 84.19 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Single Task2024.05 | 84.49 | 83.89 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Single Task2024.05 | 84.46 | 85.06 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Single Task2024.05 | 83.38 | 83.87 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Single Task2024.05 | 83.35 | 82.99 |