Progress Estimation on PROGRESS-BENCH Answerable samples 1.0
13.8NSE (Vision)ProgressLM-3B-RL
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ProgressLM-3B-RLTraining Strategy=RL, Number of Parameters=3B2026.01 | 13.8 | 90.1 | 8.5 | 21.2 | 63.9 | 5.6 | 15.3 | 84.8 | 7.9 | 17.5 | 77 | 7 | |
| GPT-5Reasoning Strategy=Direct Prediction2026.01 | 18.9 | 89.4 | 1.3 | 23.6 | 55.8 | 7 | 19.9 | 82.5 | 2.5 | 21.3 | 72.6 | 4.2 | |
| ProgressLM-3B-SFTTraining Strategy=SFT, Number of Parameters=3B2026.01 | 19 | 72.4 | 6.5 | 29.1 | 46.3 | 9.2 | 21.1 | 67 | 7 | 24 | 59.3 | 7.8 | |
| Qwen3-VL-32BReasoning Strategy=Direct Prediction2026.01 | 20.2 | 80.7 | 0.3 | 25.1 | 51.9 | 7.4 | 21.2 | 74.8 | 1.7 | 22.6 | 66.3 | 3.9 | |
| GPT-5-miniReasoning Strategy=Direct Prediction2026.01 | 20.7 | 87.7 | 0.4 | 21.1 | 55.2 | 9.7 | 20.8 | 81.1 | 2.3 | 20.9 | 71.4 | 5.1 | |
| Qwen3-VL-8BReasoning Strategy=Direct Prediction2026.01 | 23.5 | 67 | 0 | 35.3 | 34.2 | 3.4 | 25.9 | 60.3 | 0.7 | 29.4 | 50.6 | 1.7 | |
| Qwen2.5-VL-72BReasoning Strategy=Direct Prediction2026.01 | 27 | 60 | 5.9 | 38.9 | 41.6 | 0 | 29.4 | 56.2 | 4.7 | 32.9 | 50.8 | 3 | |
| Qwen3-VL-4BReasoning Strategy=Direct Prediction2026.01 | 30.6 | 57.4 | 0 | 36.2 | 38.1 | 0.2 | 31.8 | 53.4 | 0.04 | 33.4 | 47.8 | 0.1 | |
| Qwen2.5-VL-3BReasoning Strategy=Direct Prediction2026.01 | 32.2 | 32.8 | 0.02 | 45.9 | 7.5 | 0 | 35 | 27.6 | 0.02 | 39 | 20.2 | 0.01 | |
| Qwen2.5-VL-7BReasoning Strategy=Direct Prediction2026.01 | 34 | 33.7 | 28.3 | 39.1 | 20.5 | 0 | 35 | 31 | 22.5 | 36.5 | 27.1 | 14.2 | |
| Intern3.5-VL-38BReasoning Strategy=Direct Prediction2026.01 | 35.2 | 56.7 | 37.1 | 26.5 | 23.3 | 43.1 | 33.4 | 49.9 | 38.3 | 30.8 | 40 | 40.1 | |
| Qwen2.5-VL-32BReasoning Strategy=Direct Prediction2026.01 | 38.9 | 41.5 | 0 | 42.6 | 30 | 0 | 39.7 | 39.2 | 0 | 40.8 | 35.8 | 0 | |
| Intern3.5-VL-4BReasoning Strategy=Direct Prediction2026.01 | 43.7 | 18 | 0.3 | 37 | 5.6 | 10.9 | 42.3 | 15.5 | 2.5 | 40.4 | 11.8 | 5.6 | |
| Qwen3-VL-2BReasoning Strategy=Direct Prediction2026.01 | 64.5 | 32.1 | 5.2 | 59.3 | — | 12.5 | 63.4 | — | 6.7 | 61.9 | — | 8.9 | |
| Intern3.5-VL-8BReasoning Strategy=Direct Prediction2026.01 | 64.9 | 8.2 | 0.4 | 33.7 | 26.7 | 17.9 | 58.5 | 11.9 | 4 | 49.3 | 17.4 | 9.2 | |
| Intern3.5-VL-14BReasoning Strategy=Direct Prediction2026.01 | 65.2 | -22.3 | 0.2 | 39.5 | 10.3 | 6.8 | 60 | -15.6 | 1.5 | 52.3 | -6 | 3.5 |