Multi-agent System Robustness Evaluation on GQA 1.0 (test) benchmark leaderboard · SOTA2 Research

Multi-agent System Robustness Evaluation on GQA 1.0 (test)

57.7VIAReAct

Evaluation Results

Method	Links
ReAct2026.05		57.7	55.2	60.8	60.7	65	55.2	62.2	76.7	65.5	78.3
ReAct2026.05		53.5	48.3	53.7	50.3	62.2	48.3	57.5	72	49.8	71.3
ReAct2026.05		52.5	50	55.7	55.5	59.8	50	57	71.5	60.3	73.2
Reflexion2026.05		47.2	47.8	51.2	50.8	56.7	51.3	50.3	62.2	57.3	61.7
PlanAndSolve2026.05		46.8	53.3	59.8	53.3	71.8	62.5	56.2	69.5	60.2	69.2
ReAct2026.05		46.3	41.2	44	43.3	51.3	41.2	47.2	69.7	42.5	71.5
Reflexion2026.05		43	42.7	34.5	43	36.2	39	37.8	49.2	36.5	52.2
Reflexion2026.05		42	42.7	46	45.7	51.5	46.2	45.2	57	52.2	56.5
ReAct2026.05		41.8	38.2	43.2	41.8	49	42.5	44.7	64.2	39.7	65
PlanAndSolve2026.05		41.7	48.2	54.7	48.2	66.7	57.3	51	64.3	55	64
Reflexion2026.05		37.7	38.2	45	39.8	46.5	42.8	41.5	53	45.7	53.3
PlanAndSolve2026.05		37.3	44.3	48	44	47.3	51	47.8	58.5	48.5	61
Reflexion2026.05		33.7	33.3	37.8	33.2	38.5	36	35.5	43.5	39.3	45.2
PlanAndSolve2026.05		31.7	38.3	41	36.3	39.5	43.8	39.3	50.7	42.5	51.7
PlanAndSolve2026.05		29.5	35.3	38.7	35.5	41.5	41.8	38.3	46.2	37.8	48.7