Video Tasks on MSRVTT and MSVD (zero-shot)
39.79AccuracyOriginal MLLMs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Original MLLMsEvaluation Protocol=Zero-shot2025.05 | 39.79 | — | |
| MMEREvaluation Protocol=Merged2025.05 | 39.28 | 98.5 | |
| PCB-MergingEvaluation Protocol=Merged2025.05 | 38.47 | 96.7 | |
| TIES (w/ DARE)Evaluation Protocol=Merged2025.05 | 38 | 95.6 | |
| TIESEvaluation Protocol=Merged2025.05 | 37.81 | 95.1 | |
| NaiveMC (w/ DARE)Evaluation Protocol=Merged2025.05 | 37.63 | 94.4 | |
| TAEvaluation Protocol=Merged2025.05 | 37.57 | 94.5 | |
| TA (w/ DARE)Evaluation Protocol=Merged2025.05 | 37.52 | 94.4 | |
| NaiveMCEvaluation Protocol=Merged2025.05 | 36.92 | 93 |