Sequential task management and state maintenance on Lifelong AgentBench benchmark leaderboard · SOTA2 Research

Sequential task management and state maintenance on Lifelong AgentBench

100AccuracyGA

Evaluation Results

Method	Links
GA2026.04		100	222	20	241	4.15
GA2026.06		100	222	20	241	4.15
BA-Inc2026.06		100	78	6	84	23.85
GA2026.06		100	385	34	418	47.82
BA-Full2026.06		100	405	35	439	45.53
BA-Inc2026.06		100	0	0	0	—
GA2026.04		90	400	23	423	2.12
GA2026.06		90	649	42	690	26.07
BA-Full2026.06		85	634	40	674	25.23
Claude Code2026.04		75	800	14	814	0.92
Claude Code2026.06		75	800	14	814	0.92
OpenClaw2026.04		70	1.43	21	1.45	0.48
OpenClaw2026.04		70	1.2	17	1.22	0.57
OpenClaw2026.06		70	1.43	21	1.45	0.48