Evidence-certified ranking on MAVEN-ERE (test) benchmark leaderboard · SOTA2 Research

Evidence-certified ranking on MAVEN-ERE (test)

71NDCG@10RM-only + Align

Evaluation Results

Method	Links
RM-only + Align2026.05		71	56	97	78	46	43
Qwen3-8B-ECPO2026.05		70	55	94	84	65	58
LambdaMART/LTR2026.05		69	54	96	70	42	40
Qwen3-8B-GRPO2026.05		65	50	82	64	44	39
Qwen3-8B-DPO2026.05		65	50	83	64	44	39
GraphRank2026.05		65	50	94	67	40	38
Qwen3-8B-SFT2026.05		61	46	77	57	36	31
GRaP-style recognizer2026.05		60	45	94	60	39	35
Landmark recognizer2026.05		59	44	93	58	38	34
LP-Recognizer2026.05		57	42	92	54	35	31
Qwen3-8B zero-shot2026.05		52	38	48	34	22	18