End-task performance evaluation on SRA-Bench
71.6TheoremQA ScoreOracle Skill
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Oracle SkillModel=Qwen3-32B2026.04 | 71.6 | 86.6 | 51.2 | 70.9 | 83.5 | 55.2 | 67.2 | |
| Oracle SkillModel=Qwen3-4B2026.04 | 69.7 | 85.1 | 47.1 | 70.9 | 73.5 | 45.5 | 61.6 | |
| LLM SelectionModel=Qwen3-32B2026.04 | 69.3 | 81.1 | 44.1 | 65.9 | 82.5 | 48.1 | 62.4 | |
| Oracle SkillModel=Llama-3.3-70B2026.04 | 68.5 | 81.1 | 48.7 | 68.6 | 79.7 | 54.7 | 64.4 | |
| Progressive DisclosureModel=Qwen3-235B2026.04 | 68.1 | 81.1 | 36.9 | 72.2 | 77.1 | 50.3 | 59.9 | |
| Full-Skill InjectionModel=Qwen3-32B2026.04 | 68.1 | 70.5 | 36.2 | 70.4 | 59.5 | 49 | 54.3 | |
| LLM SelectionModel=Qwen3-235B2026.04 | 66.8 | 79.5 | 45.4 | 73.5 | 82.5 | 49.7 | 62.8 | |
| Oracle SkillModel=Mistral3.1-24B2026.04 | 66.3 | 78.6 | 48.2 | 66.8 | 78.6 | 54 | 63.2 | |
| Oracle SkillModel=Qwen3-235B2026.04 | 65.9 | 86.6 | 52.3 | 75.8 | 84.5 | 57 | 67.5 | |
| Progressive DisclosureModel=Qwen3-32B2026.04 | 64.9 | 74.7 | 35.5 | 58.7 | 71.1 | 44.7 | 55.3 | |
| Full-Skill InjectionModel=Qwen3-235B2026.04 | 64.4 | 72.8 | 38 | 68.6 | 66.2 | 50.4 | 56.2 | |
| Full-Skill InjectionModel=Qwen3-4B2026.04 | 64 | 69.1 | 30.2 | 68.6 | 36.1 | 41.5 | 45.5 | |
| LLM SelectionModel=Qwen3-4B2026.04 | 63.1 | 70 | 39 | 62.3 | 65.7 | 39.7 | 53.3 | |
| LLM SelectionModel=Llama-3.3-70B2026.04 | 62.7 | 69.7 | 43.3 | 58.7 | 79.4 | 50.4 | 59.2 | |
| LLM DirectModel=Qwen3-235B2026.04 | 61.6 | 76.1 | 36.4 | 66.4 | 58.2 | 46.7 | 53.3 | |
| Full-Skill InjectionModel=Llama-3.3-70B2026.04 | 60.1 | 66.1 | 35 | 61.9 | 59.5 | 52.9 | 52.7 | |
| LLM DirectModel=Llama-3.3-70B2026.04 | 59.6 | 60.5 | 30.9 | 56.5 | 53.9 | 45 | 47.8 | |
| LLM SelectionModel=Mistral3.1-24B2026.04 | 59 | 66.7 | 42.6 | 55.6 | 76.3 | 46.8 | 56.6 | |
| Full-Skill InjectionModel=Mistral3.1-24B2026.04 | 58.8 | 57.2 | 34.4 | 59.6 | 54.6 | 45.6 | 48.5 | |
| LLM DirectModel=Qwen3-32B2026.04 | 57.4 | 75.9 | 35 | 65.5 | 53.9 | 43.9 | 50.8 | |
| Progressive DisclosureModel=Mistral3.1-24B2026.04 | 54.8 | 55.8 | 27.1 | 54.7 | 62.6 | 42.8 | 46.7 | |
| Progressive DisclosureModel=Llama-3.3-70B2026.04 | 53.3 | 65.3 | 29.9 | 54.3 | 59.5 | 45.7 | 48.5 | |
| Progressive DisclosureModel=Qwen3-4B2026.04 | 52.7 | 65.7 | 26.7 | 60.1 | 45 | 37.7 | 43.2 | |
| LLM DirectModel=Qwen3-4B2026.04 | 50.7 | 75 | 25.6 | 56.1 | 22 | 36.4 | 38.8 | |
| Oracle SkillModel=Llama-3.1-8B2026.04 | 49.4 | 69.5 | 23.3 | 40.8 | 62 | 35.2 | 44.5 | |
| LLM DirectModel=Mistral3.1-24B2026.04 | 49.3 | 56.1 | 29.2 | 52.5 | 49.6 | 41.1 | 43.4 | |
| Progressive DisclosureModel=Llama-3.1-8B2026.04 | 36.9 | 50 | 16.4 | 25.1 | 59.6 | 31.4 | 36.3 | |
| Full-Skill InjectionModel=Llama-3.1-8B2026.04 | 36.5 | 58.3 | 13.6 | 27.8 | 36.7 | 34.2 | 32.7 | |
| LLM SelectionModel=Llama-3.1-8B2026.04 | 35.1 | 53.8 | 19.4 | 24.7 | 57 | 32.1 | 37 | |
| LLM DirectModel=Llama-3.1-8B2026.04 | 32.4 | 54.6 | 16.7 | 22.4 | 26.9 | 32.3 | 29.8 |