Embodied Decision-Grounded QA on Microsoft PdM benchmark leaderboard · SOTA2 Research

Embodied Decision-Grounded QA on Microsoft PdM

90Structural OKFull IndustryAssetEQA

Evaluation Results

Method	Links
Full IndustryAssetEQA2026.04		90	89	95	91	78	74
Full IndustryAssetEQA2026.04		88	89	94	88	72	67
+ Provenance-Enforced2026.04		82	83	89	45	63	59
+ Provenance-Enforced2026.04		80	84	87	44	61	60
LLM + Episodic + KG2026.04		55	62	73	44	58	54
LLM + Episodic2026.04		54	65	73	44	27	28
LLM + Episodic2026.04		52	62	71	45	23	25
LLM + Episodic + KG2026.04		52	62	73	45	56	51
LLM-only QA2026.04		42	47	62	45	8	12
LLM-only QA2026.04		39	44	59	44	10	12