Task-oriented Agent Skill Evolution on SkillFlow benchmark leaderboard · SOTA2 Research

Task-oriented Agent Skill Evolution on SkillFlow

100Cross-Format Data Reconciliation ScoreSelf-Evolve

Updated 1mo ago

Evaluation Results

Method	Links
Self-Evolve2026.06		100	62.5	87.5	50	62.5	22.2	62.5	50	0	50	25	66.7	37.5	66.7	0	36.75
FederatedSkill2026.06		100	75	100	50	87.5	33.3	87.5	50	11.1	50	37.5	77.8	37.5	77.8	0	43.37
FederatedSkill2026.06		100	50	75	62.5	87.5	22.2	100	50	11.1	75	37.5	44.4	25	88.9	0	40.96
Self-Evolve2026.06		100	62.5	100	50	75	66.7	100	37.5	22.2	75	50	77.8	25	77.8	0	45.78
FederatedSkill2026.06		100	75	100	50	100	55.6	100	62.5	22.2	62.5	37.5	66.7	50	88.9	12.5	48.8
FederatedSkill2026.06		100	50	100	50	87.5	11.1	100	50	11.1	75	37.5	66.7	37.5	100	0	43.37
Self-Evolve2026.06		87.5	62.5	87.5	50	87.5	0	100	37.5	0	62.5	25	33.3	25	100	0	37.35
FederatedSkill2026.06		87.5	62.5	87.5	50	75	22.2	100	62.5	0	75	37.5	66.7	50	100	0	43.37
Self-Evolve2026.06		87.5	75	75	37.5	62.5	11.1	87.5	62.5	22.2	62.5	25	11.1	12.5	100	0	36.14
Self-Evolve2026.06		87.5	62.5	87.5	50	87.5	0	100	37.5	0	62.5	25	33.3	25	100	0	37.35
Self-Evolve2026.06		87.5	37.5	87.5	37.5	87.5	33.3	100	62.5	0	62.5	37.5	44.4	12.5	88.9	0	38.55
FederatedSkill2026.06		75	62.5	100	37.5	87.5	66.7	100	50	11.1	62.5	25	88.9	12.5	100	0	43.98