Industrial Bottom-Bar Query Generation (offline)
36.9Exact HR@8OneBar Stage 3: Progressive Preference Internalization
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OneBar Stage 3: Progressive Preference InternalizationLR=1×10−62026.06 | 36.9 | 24.02 | 49.34 | 3.176 | 50.39 | 66.87 | 3.7945 | |
| OneBar Stage 2: List-wise Feedback AlignmentLR=5×10−52026.06 | 35.86 | 17.89 | 44.7 | 3.5556 | 44.89 | 66.49 | 3.7488 | |
| OneBar Stage 1: Context-Grounded SFTLR=1×10−52026.06 | 35.64 | 23.98 | 48.64 | 3.1785 | 49.51 | 66.78 | 3.8019 | |
| BART + Basic Video InformationLR=1×10−52026.06 | 17.87 | 8.05 | 24.9 | 5.2471 | 25.32 | 58.39 | 2.8537 | |
| ANN2026.06 | 13.22 | 7.39 | 30.52 | 4.063 | 32.18 | 83.26 | 2.4759 | |
| GPT-5.5mode=zero-shot2026.06 | 2.24 | 1.39 | 13.84 | 5.2667 | 17.79 | 62.61 | 4.9286 | |
| GLM5.1mode=zero-shot2026.06 | 1.53 | 0.36 | 8.37 | 6.7051 | 13.17 | 64.68 | 4.4694 |