Knowledge-based Multi-step Reasoning on Mean of WebQSP, CWQ, GSM8K, MWP, and Dr. SPIDER (test) benchmark leaderboard · SOTA2 Research

Knowledge-based Multi-step Reasoning on Mean of WebQSP, CWQ, GSM8K, MWP, and Dr. SPIDER (test)

98.4HIT@1KDCM + Code Module

Evaluation Results

Method
KDCM + Code Module2026.01	98.4	96.83	95.51
Improved knowledge distillation chain-style model2026.01	98.4	96.83	95.51
LLM-SubKG-Sum2026.01	92.23	91.89	90.17
LLM-SubKG-Sum2026.01	92.23	91.89	90.17
Self-Check2026.01	91.25	92.35	91.27
Self-Check2026.01	91.25	92.35	91.27
KG-LLM-PR2026.01	91.06	91.78	90.22
KG-LLM-PR2026.01	91.06	91.78	90.22
RAG2026.01	90.23	90.28	90.18
RAG2026.01	90.23	90.28	90.18