Continual Learning on Curriculum Coding -> Math -> Medical
32.9Code ScoreMuon-OGD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Muon-OGDBackbone=Qwen2.5-3B-Instruct, Stage=A2026.05 | 32.9 | — | — | 32.9 | |
| Muon-OGDBackbone=Qwen2.5-3B-Instruct, Stage=C2026.05 | 32.9 | 69.8 | 28.8 | 43.8 | |
| O-LoRABackbone=Qwen2.5-3B-Instruct, Stage=A2026.05 | 32.7 | — | — | 32.7 | |
| Sculpt.Backbone=Qwen2.5-3B-Instruct, Stage=A2026.05 | 32.7 | — | — | 32.7 | |
| Sculpt.Backbone=Qwen2.5-3B-Instruct, Stage=C2026.05 | 32.1 | 63 | 27.6 | 40.9 | |
| SeqSFTBackbone=Qwen2.5-3B-Instruct, Stage=A2026.05 | 31.1 | — | — | 31.1 | |
| Muon-OGDBackbone=Qwen2.5-3B-Instruct, Stage=B2026.05 | 29.7 | 64.6 | — | 47.2 | |
| Sculpt.Backbone=Qwen2.5-3B-Instruct, Stage=B2026.05 | 20.8 | 62.6 | — | 41.7 | |
| SeqSFTBackbone=Qwen2.5-3B-Instruct, Stage=C2026.05 | 19.1 | 62.8 | 28 | 36.6 | |
| O-LoRABackbone=Qwen2.5-3B-Instruct, Stage=B2026.05 | 18.7 | 67 | — | 42.9 | |
| Muon-OGDBackbone=Qwen2.5-1.5B-Instruct, Stage=A2026.05 | 18.4 | — | — | 18.4 | |
| SeqSFTBackbone=Qwen2.5-3B-Instruct, Stage=B2026.05 | 18.2 | 60.6 | — | 39.4 | |
| O-LoRABackbone=Qwen2.5-1.5B-Instruct, Stage=A2026.05 | 17.9 | — | — | 17.9 | |
| Muon-OGDBackbone=Qwen2.5-1.5B-Instruct, Stage=B2026.05 | 17.8 | 52.5 | — | 35.2 | |
| O-LoRABackbone=Qwen2.5-1.5B-Instruct, Stage=B2026.05 | 17.6 | 51.8 | — | 34.7 | |
| SeqSFTBackbone=Qwen2.5-1.5B-Instruct, Stage=A2026.05 | 17.1 | — | — | 17.1 | |
| Sculpt.Backbone=Qwen2.5-1.5B-Instruct, Stage=A2026.05 | 17.1 | — | — | 17.1 | |
| O-LoRABackbone=Qwen2.5-3B-Instruct, Stage=C2026.05 | 16.2 | 63 | 25.2 | 34.8 | |
| SeqSFTBackbone=Qwen2.5-1.5B-Instruct, Stage=C2026.05 | 15 | 46.4 | 22 | 27.8 | |
| Muon-OGDBackbone=Qwen2.5-1.5B-Instruct, Stage=C2026.05 | 14.9 | 51 | 23.4 | 29.8 | |
| O-LoRABackbone=Qwen2.5-1.5B-Instruct, Stage=C2026.05 | 14.8 | 46.4 | 20.8 | 27.3 | |
| Sculpt.Backbone=Qwen2.5-1.5B-Instruct, Stage=C2026.05 | 14.8 | 47.4 | 22.6 | 28.3 | |
| SeqSFTBackbone=Qwen2.5-1.5B-Instruct, Stage=B2026.05 | 14.1 | 46.5 | — | 30.3 | |
| Sculpt.Backbone=Qwen2.5-1.5B-Instruct, Stage=B2026.05 | 13.8 | 47 | — | 30.4 |