Engineering Design on EngDesign Extended benchmark leaderboard · SOTA2 Research

Engineering Design on EngDesign Extended

65.4Overall Average ScoreEmbodiedAct

Evaluation Results

Method	Links
EmbodiedAct2026.02		65.4	68.6	46	33.9	46.4	100	46.7	82.6	86.7	66.9
EmbodiedAct2026.02		63.8	64.1	46.3	50.7	58.2	100	40	86.3	83.9	59.9
EmbodiedAct2026.02		61.2	82.6	51.7	47.5	34.7	63	51.6	69.3	93.3	46.2
EmbodiedAct2026.02		59.3	61.8	38.3	46.4	65.2	100	40	90.1	65.6	53.7
EmbodiedAct2026.02		58.6	75.7	28.7	47.5	36.7	63	55.2	63.9	88.9	49.2
CodeAct2026.02		56.9	55.5	30.8	37.3	37	84.6	40	82.9	85.6	58.4
EmbodiedAct2026.02		55.5	53.4	40.3	31.9	60.1	100	26.7	68.2	61.5	60.4
EmbodiedAct2026.02		55.4	64.2	45.3	53.8	25.5	33.3	65.7	63.6	85.6	49.4
Gemini-3-Pro2026.02		53.2	44.1	27	35	41.3	83.5	40	72.6	85.6	61.5
GPT-5.22026.02		51.9	40.3	41.8	29.4	37	52.7	40	76.9	84.1	61.6
CodeAct2026.02		51.2	49.8	32.2	29	34.7	73.1	46.7	67.3	96.7	45.1
Gemini-3-Flash2026.02		50.5	44.2	36.4	34.4	37	64.4	40	67.9	89.4	50.7
CodeAct2026.02		50.5	53.9	33.6	39	33.7	74.8	40	52.8	72.6	47.9
CodeAct2026.02		49.4	50.3	40.7	35.5	35.1	65	46.7	80.4	60.9	45.2
Claude-Opus-4.52026.02		48.5	41.6	31.1	51.2	31.2	64.8	40	55.3	82.8	52.3
GPT-5-mini2026.02		46.9	38.3	36.3	36.4	26.7	25	40	82.6	85.2	41
CodeAct2026.02		46.5	44.4	36.1	32.7	25.1	71.5	46.7	54.9	61.1	50.6
CodeAct2026.02		45.7	45.3	31.6	29.9	27.5	77.5	60	78.6	61.9	41.1
Claude-Sonnet-4.52026.02		44.5	38.2	23.4	40	32.3	68.3	33.3	63.3	65.9	50.1
EmbodiedAct2026.02		44	40.9	18.6	47.5	18	46.7	26.7	61.3	73.9	42.6
Qwen3-235B-Instruct2026.02		42.4	33	30.5	28.9	32.6	68.8	13.3	55.2	56.7	53.1
CodeAct2026.02		40.6	36	33.6	26.9	29	66.7	40	77.5	62.2	34.3
CodeAct2026.02		38.1	28.9	35	31.5	33.8	71.2	40	61.7	60.2	34
Qwen3-8B-VL-Instruct2026.02		25.9	18	18.3	24.9	22.2	45.4	13.3	40.1	44.3	27.5