Segment-level mistake detection on EgoPER
85.2Quesadilla EDAZeProM (Q-L)
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ZeProM (Q-L)Evaluation Protocol=Zero-shot, Backbone=Qwen3.5-397B-A17B-GPTQ-Int42026.06 | 85.2 | 51.5 | 83.1 | 34 | 80.2 | 36.3 | 89.3 | 41.2 | 82.7 | 41.9 | 84.1 | 41 | |
| ZeProM (Q-M)Evaluation Protocol=Zero-shot, Backbone=Qwen3.5-35B-A3B2026.06 | 82 | 46.2 | 85.3 | 31.5 | 77.8 | 35.1 | 76.5 | 28.6 | 79 | 32.5 | 80.1 | 34.8 | |
| GTG2VidEvaluation Protocol=Fully supervised2026.06 | 79.9 | 31.5 | 86.5 | 47.4 | 70.8 | 23.3 | 86.1 | 18.6 | 75.4 | 44.2 | 79.7 | 33 | |
| AEMEvaluation Protocol=Fully supervised2026.06 | 68.1 | 45.2 | 68.6 | 27 | 61.2 | 41.8 | 66.4 | 39.3 | 69.4 | 41.5 | 66.7 | 39 | |
| EgoPEDEvaluation Protocol=Fully supervised2026.06 | 62.7 | 27.7 | 51.4 | 21.1 | 59.6 | 19.6 | 55.3 | 9.2 | 56 | 35.1 | 57 | 22.5 | |
| AMNAREvaluation Protocol=Fully supervised2026.06 | 61.4 | 38.4 | 65 | 34.4 | 65 | 22.7 | 73.5 | 22.4 | 57 | 30.9 | 64.4 | 29.4 |