Tag Generation on TOXICTAGS (test)
48.72chrFSTEMTOX
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STEMTOXmodel=PALIGEMMA, task/shot=multi2025.08 | 48.72 | 26.5 | 62.6 | |
| STEMTOXbackbone=PaliGemma2025.08 | 48.72 | 26.5 | 62.6 | |
| LHLmodel=PALIGEMMA, task/shot=multi2025.08 | 47.82 | 26 | 62.2 | |
| STEMTOXmodel=LLAVA, task/shot=multi2025.08 | 26.48 | 10.7 | 44.7 | |
| LHLmodel=LLAVA, task/shot=multi2025.08 | 25.85 | 10.5 | 45.4 | |
| TAG2TEXTpre-trained using TOXICTAGS=true2025.08 | 21.02 | 8.7 | 33.2 | |
| RAM++2025.08 | 19.42 | 5.8 | 40.6 | |
| RAM2025.08 | 19 | 5 | 40 | |
| TAG2TEXT2025.08 | 16.31 | 4.1 | 37.2 | |
| RAM++open-set=true2025.08 | 9.4 | 1.2 | 27.9 | |
| RAMpre-trained using TOXICTAGS=true2025.08 | 8.7 | 1.4 | 33.8 | |
| RAMopen-set=true2025.08 | 7.9 | 1.3 | 28.5 |