PDE solver generation on PDE Agent Bench benchmark leaderboard · SOTA2 Research

PDE solver generation on PDE Agent Bench

60HeatAutoPDE

Evaluation Results

Method	Links
AutoPDE2026.06		60	59.5	22.2	35.7	78.9	53.3	100	50	54.5
OpenHands2026.06		45	50	0	14.3	68.4	53.3	71.4	36.4	40.3
AutoPDE2026.06		40	33.3	44.4	46.4	89.5	100	71.4	72.7	54.5
OpenHands2026.06		37.5	0	5.6	3.6	0	100	42.9	63.6	25.7
mini-swe-agent2026.06		37.5	38.1	0	35.7	84.2	26.7	85.7	27.3	38.2
mini-swe-agent2026.06		30	0	0	0	5.3	93.3	0	68.2	22
Naive LLM2026.06		20	2.4	0	0	0	33.3	14.3	4.5	8.4
Naive LLM2026.06		20	23.8	0	0	68.4	33.3	71.4	0	21.5
Naive LLM2026.06		12.5	2.4	5.6	0	0	20	42.9	0	6.8
CodePDE2026.06		5	14.3	0	0	36.8	13.3	42.9	4.5	11
CodePDE2026.06		0	9.5	11.1	50	94.7	80	85.7	22.7	31.9
Naive LLM2026.06		0	0	66.7	42.9	26.3	100	42.9	4.5	25.1