Physics Reasoning on Physics C-Eval WebInstruct
80.15C-Eval ScoreQwen3-4B-Base (HEAL)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen3-4B-Base (HEAL)Backbone Model=Qwen3-4B-Base, Method Protocol=HEAL, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=3842026.04 | 80.15 | 13.82 | 46.99 | |
| Qwen3-4B-Base (Hybrid)Backbone Model=Qwen3-4B-Base, Method Protocol=Hybrid, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=3842026.04 | 76.75 | 11.38 | 44.07 | |
| Qwen3-4B-Base (Full-shot)Backbone Model=Qwen3-4B-Base, Method Protocol=Full-shot, |Dtgt| (Target-domain data size)=1K, |Dgen| (General-domain data size)=02026.04 | 74.1 | 15.04 | 44.57 | |
| Qwen3-4B-Base (Few-shot)Backbone Model=Qwen3-4B-Base, Method Protocol=Few-shot, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=02026.04 | 73.35 | 11.79 | 42.57 | |
| Qwen3-4B-Base (Only-General)Backbone Model=Qwen3-4B-Base, Method Protocol=Only-General, |Dtgt| (Target-domain data size)=0, |Dgen| (General-domain data size)=10K2026.04 | 68.62 | 8.13 | 38.38 | |
| Qwen3-1.7B-Base (HEAL)Backbone Model=Qwen3-1.7B-Base, Method Protocol=HEAL, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=3842026.04 | 62.19 | 12.2 | 37.2 | |
| Qwen3-1.7B-Base (Full-shot)Backbone Model=Qwen3-1.7B-Base, Method Protocol=Full-shot, |Dtgt| (Target-domain data size)=1K, |Dgen| (General-domain data size)=02026.04 | 60.68 | 11.79 | 36.24 | |
| Qwen3-1.7B-Base (Hybrid)Backbone Model=Qwen3-1.7B-Base, Method Protocol=Hybrid, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=3842026.04 | 59.74 | 8.13 | 33.94 | |
| Qwen3-1.7B-Base (Few-shot)Backbone Model=Qwen3-1.7B-Base, Method Protocol=Few-shot, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=02026.04 | 57.27 | 7.32 | 32.3 | |
| Qwen3-1.7B-Base (Only-General)Backbone Model=Qwen3-1.7B-Base, Method Protocol=Only-General, |Dtgt| (Target-domain data size)=0, |Dgen| (General-domain data size)=10K2026.04 | 55.39 | 7.72 | 31.56 | |
| Qwen3-4B-BaseBackbone Model=Qwen3-4B-Base, Method Protocol=Base2026.04 | 53.88 | 8.94 | 31.41 | |
| Qwen3-1.7B-BaseBackbone Model=Qwen3-1.7B-Base, Method Protocol=Base2026.04 | 49.53 | 5.69 | 27.61 | |
| LLaMA3.2-3B-Instruct (HEAL)Backbone Model=LLaMA3.2-3B-Instruct, Method Protocol=HEAL, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=3842026.04 | 37.05 | 7.72 | 22.39 | |
| LLaMA3.2-3B-Instruct (Full-shot)Backbone Model=LLaMA3.2-3B-Instruct, Method Protocol=Full-shot, |Dtgt| (Target-domain data size)=1K, |Dgen| (General-domain data size)=02026.04 | 36.67 | 6.91 | 21.79 | |
| LLaMA3.2-3B-Instruct (Only-General)Backbone Model=LLaMA3.2-3B-Instruct, Method Protocol=Only-General, |Dtgt| (Target-domain data size)=0, |Dgen| (General-domain data size)=10K2026.04 | 36.11 | 5.69 | 20.9 | |
| LLaMA3.2-3B-Instruct (Few-shot)Backbone Model=LLaMA3.2-3B-Instruct, Method Protocol=Few-shot, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=02026.04 | 35.54 | 6.1 | 20.82 | |
| LLaMA3.2-3B-Instruct (Hybrid)Backbone Model=LLaMA3.2-3B-Instruct, Method Protocol=Hybrid, |Dtgt| (Target-domain data size)=32, |Dgen| (General-domain data size)=3842026.04 | 35.16 | 5.28 | 20.22 | |
| LLaMA3.2-3B-InstructBackbone Model=LLaMA3.2-3B-Instruct, Method Protocol=Base2026.04 | 33.46 | 4.88 | 19.17 |