Toxicity Detection on Hosseini’s 1st Negated Sentence 1.0 (test)
80.6Toxicity ScoreBert+Bi-LSTM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bert+Bi-LSTM2026.02 | 80.6 | 2.5 | 15.1 | |
| Perspective2026.02 | 80 | 33.5 | 21.5 | |
| LSTM + CNN2026.02 | 75 | 3 | 14.7 | |
| M1.1-PBackbone=Perspective2026.02 | 29 | 56.9 | 66.5 | |
| M2.1-PBackbone=Perspective2026.02 | 26.5 | 12.5 | 4.7 | |
| M2.2-PBackbone=Perspective2026.02 | 23.7 | 8.8 | 2.2 | |
| M1.1-BLBackbone=Bert+Bi-LSTM2026.02 | 21 | 94.6 | 67.3 | |
| M1.3-PBackbone=Perspective2026.02 | 19.8 | 8.8 | 6.3 | |
| M1.4-PBackbone=Perspective2026.02 | 18 | 59.6 | 2.7 | |
| M1.1-LCBackbone=LSTM + CNN2026.02 | 17.7 | 96.2 | 80.5 | |
| M1.5-PBackbone=Perspective2026.02 | 17 | 59.6 | 2.8 | |
| M1.3-BLBackbone=Bert+Bi-LSTM2026.02 | 15.7 | 4.4 | 1.4 | |
| M2.1-BLBackbone=Bert+Bi-LSTM2026.02 | 14.4 | 0.4 | 0.9 | |
| M1.5-LCBackbone=LSTM + CNN2026.02 | 14.1 | 74.16 | 60 | |
| M1.4-LCBackbone=LSTM + CNN2026.02 | 14 | 73.7 | 60 | |
| M2.1-LCBackbone=LSTM + CNN2026.02 | 14 | 0.6 | 2.1 | |
| M1.4-BLBackbone=Bert+Bi-LSTM2026.02 | 12.7 | 49 | 41.7 | |
| M1.5-BLBackbone=Bert+Bi-LSTM2026.02 | 11.23 | 50 | 42 | |
| M1.3-LCBackbone=LSTM + CNN2026.02 | 11 | 2.6 | 0.4 | |
| M2.2-BLBackbone=Bert+Bi-LSTM2026.02 | 10.9 | 0.4 | 2.1 | |
| M1.2-PBackbone=Perspective2026.02 | 10.7 | 8.6 | 85.5 | |
| M2.2-LCBackbone=LSTM + CNN2026.02 | 10.7 | 0 | 0 | |
| M1.2-BLBackbone=Bert+Bi-LSTM2026.02 | 7 | 10.1 | 7.7 | |
| M1.2-LCBackbone=LSTM + CNN2026.02 | 2.7 | 11.4 | 9.6 |