Skill Evolution on SRA-Bench
77.3AccuracyALIGNEVOSKILL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ALIGNEVOSKILLLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 77.3 | — | |
| Trace2SkillLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 75.7 | — | |
| SkillXLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 75.3 | — | |
| ALIGNEVOSKILLLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 75.1 | — | |
| CoEvoSkillsLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 74.9 | — | |
| Trace2SkillLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 73.7 | — | |
| SkillXLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 73.2 | — | |
| CoEvoSkillsLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 72.6 | — | |
| ALIGNEVOSKILLLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 72.2 | — | |
| BaseLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 70.7 | — | |
| Trace2SkillLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 69.8 | — | |
| SkillXLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 69.2 | — | |
| BaseLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 68.9 | — | |
| CoEvoSkillsLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 68.6 | — | |
| ALIGNEVOSKILLLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 68.1 | — | |
| ALIGNEVOSKILLLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 67.8 | — | |
| Trace2SkillLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 66.4 | — | |
| Trace2SkillLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 65.8 | — | |
| SkillXLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 65.7 | — | |
| SkillXLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 65.3 | — | |
| CoEvoSkillsLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 64.8 | — | |
| CoEvoSkillsLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 64.2 | — | |
| BaseLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 64.1 | — | |
| ALIGNEVOSKILLLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 62.4 | — | |
| BaseLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 60.2 | — | |
| BaseLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 60 | — | |
| Trace2SkillLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 59.3 | — | |
| SkillXLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 58.6 | — | |
| ALIGNEVOSKILLLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 58 | — | |
| CoEvoSkillsLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 57.9 | — | |
| Trace2SkillLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 55.9 | — | |
| ALIGNEVOSKILLLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 55.5 | — | |
| SkillXLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 54.9 | — | |
| CoEvoSkillsLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 53.6 | — | |
| Trace2SkillLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 52.1 | — | |
| BaseLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 51.8 | — | |
| SkillXLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 51.5 | — | |
| CoEvoSkillsLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 50.3 | — | |
| BaseLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 47.3 | — | |
| BaseLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 43.6 | — |