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

Evidence-certified ranking on RAMS (test)

62NDCG@10RM-only + Align

Evaluation Results

Method	Links
RM-only + Align2026.05		62	44	95	64	35	33
Qwen3-8B-ECPO2026.05		61	43	92	69	49	40
LambdaMART/LTR2026.05		60	42	94	58	31	30
Qwen3-8B-GRPO2026.05		57	40	78	49	32	27
Qwen3-8B-DPO2026.05		57	40	79	50	33	28
GraphRank2026.05		56	39	92	54	29	26
Qwen3-8B-SFT2026.05		53	37	71	43	25	21
GRaP-style recognizer2026.05		51	36	92	47	27	24
Landmark recognizer2026.05		50	35	91	46	26	23
LP-Recognizer2026.05		48	33	91	43	24	20
Qwen3-8B zero-shot2026.05		44	31	45	27	16	13