Skill Evolution on SL-Bench
59AccuracyALIGNEVOSKILL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ALIGNEVOSKILLLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 59 | — | |
| Trace2SkillLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 58 | — | |
| SkillXLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 57 | — | |
| CoEvoSkillsLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 56 | — | |
| ALIGNEVOSKILLLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 54 | — | |
| Trace2SkillLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 52 | — | |
| SkillXLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 51 | — | |
| CoEvoSkillsLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 50 | — | |
| BaseLLM=GPT-5.4, Evolution Setting=Human-Labeled2025.06 | 48 | — | |
| BaseLLM=GPT-5.4, Evolution Setting=From-Scratch2025.06 | 42 | — | |
| ALIGNEVOSKILLLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 41 | — | |
| Trace2SkillLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 39 | — | |
| SkillXLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 38.1 | — | |
| ALIGNEVOSKILLLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 37 | — | |
| CoEvoSkillsLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 36 | — | |
| ALIGNEVOSKILLLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 35 | — | |
| Trace2SkillLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 33 | — | |
| Trace2SkillLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 32.9 | — | |
| SkillXLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 32 | — | |
| SkillXLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 31 | — | |
| CoEvoSkillsLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 30 | — | |
| BaseLLM=GPT-5.4-NANO, Evolution Setting=Human-Labeled2025.06 | 30 | — | |
| CoEvoSkillsLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 29 | — | |
| ALIGNEVOSKILLLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 28 | — | |
| ALIGNEVOSKILLLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 27 | — | |
| Trace2SkillLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 26.1 | — | |
| SkillXLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 25 | — | |
| Trace2SkillLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 24.1 | — | |
| CoEvoSkillsLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 24 | — | |
| ALIGNEVOSKILLLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 22 | — | |
| SkillXLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 22 | — | |
| BaseLLM=DEEPSEEK-V4-FLASH, Evolution Setting=Human-Labeled2025.06 | 21 | — | |
| CoEvoSkillsLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 21 | — | |
| BaseLLM=CLAUDE-HAIKU-4.5, Evolution Setting=Human-Labeled2025.06 | 20 | — | |
| Trace2SkillLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 18 | — | |
| BaseLLM=GPT-5.4-NANO, Evolution Setting=From-Scratch2025.06 | 17 | — | |
| SkillXLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 16 | — | |
| CoEvoSkillsLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 15.1 | — | |
| BaseLLM=CLAUDE-HAIKU-4.5, Evolution Setting=From-Scratch2025.06 | 13 | — | |
| BaseLLM=DEEPSEEK-V4-FLASH, Evolution Setting=From-Scratch2025.06 | 4 | — |