Language Agent Interaction on AgentWorldBench main results rubric mean benchmark leaderboard · SOTA2 Research

Language Agent Interaction on AgentWorldBench main results rubric mean

70.1MCP ScoreGPT-5.4

Evaluation Results

Method	Links
GPT-5.42026.06		70.1	37.26	53.69	66.29	60	51.8	68.58	58.25
Claude Sonnet 4.62026.06		70	28.79	56.98	64.52	58.03	50.78	63.17	56.04
Claude Opus 4.62026.06		69.9	29.3	57.51	64.55	61.74	51.42	70.2	57.8
Qwen3.5-397B-A17B2026.06		68.31	30.81	55.3	64.44	54.9	48.55	60.85	54.74
Qwen-AgentWorld-397B-A17B2026.06		68.24	37.82	57.73	68.49	60.2	50.98	67.89	58.71
GLM-5.12026.06		67.6	22.46	47.32	52.07	59.1	51.5	59.13	51.31
Qwen3.6-Max-Preview2026.06		67.01	24.71	50.86	57.11	57.74	48.58	60.95	52.42
Kimi K2.62026.06		65.23	27.48	52.54	58.77	58.93	50.2	60.8	53.42
Qwen-AgentWorld-35B-A3B2026.06		64.79	36.69	53.96	65.63	58.17	49.55	65.92	56.39
DeepSeek-V4-Pro2026.06		63.27	27.61	51.26	59.44	55.17	50.32	63.7	52.97
Gemini 3.1 Pro2026.06		59.07	30.21	52.47	59.07	61.4	52.83	66.92	54.57
Qwen3.5-35B-A3B2026.06		57.87	25.98	46.13	47.58	53.18	47.1	56.27	47.73
MiniMax-M2.72026.06		55.82	27.3	41.62	37.44	52.4	50.52	57.73	46.12
Qwen3.6-Plus2026.06		55.28	21.94	50.58	59.08	57.65	50.78	60.33	50.81
Claude Opus 4.82026.06		54.93	35.14	59.18	64.1	61.5	54.66	66.62	56.59
Qwen3.6-35B-A3B2026.06		42.96	18.78	43.81	40.71	51.88	46.53	55.48	42.88