Sentiment classification on ToxCMM
83.42F1 ScoreToxVidLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 83.42 | 82.43 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 83.05 | 82.18 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 82.98 | 82.64 | |
| ToxVidLMModality=T+V+A, Encoder=RT + VM + WP, Task Setting=Single Task2024.05 | 82.76 | 82.87 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 82.45 | 82.66 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 82.38 | 82.49 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 81.57 | 81.72 | |
| ToxVidLMModality=T+A, Encoder=RT + WP, Task Setting=Single Task2024.05 | 81.16 | 81.27 | |
| ToxVidLMModality=T+V, Encoder=RT + VM, Task Setting=Single Task2024.05 | 80.46 | 80.09 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 80.03 | 80.21 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 79.79 | 79.92 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 78.22 | 77.59 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Severity + Sentiment)2024.05 | 78.19 | 77.38 | |
| ToxVidLMModality=T+V+A, Encoder=GPT2 + VM + WP, Task Setting=Single Task2024.05 | 78.14 | 78.23 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 77.73 | 77.27 | |
| ToxVidLMModality=T+A, Encoder=GPT2 + WP, Task Setting=Single Task2024.05 | 76.61 | 76.19 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Multi-Task (Toxic + Sentiment)2024.05 | 76.09 | 76.44 | |
| ToxVidLMModality=T+V, Encoder=GPT2 + VM, Task Setting=Single Task2024.05 | 75.64 | 75.26 |