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Knowledge Evaluation on C-Eval (test)

93.02Natural Sciences Score

TopoPrior+ARG

Updated 15d ago

Evaluation Results

Method
TopoPrior+ARG 2026.05	93.02	92.46	93.08	86.68	84.83	86.3
TopoPrior+GD 2026.05	91.8	89.67	92.52	85.33	82.95	84.54
TopoPrior+AD 2026.05	91.75	90.32	91.79	85.96	83.03	84.79
ARG-Designer 2026.05	91.49	89.87	91.9	85.83	82.76	84.42
TopoPrior+AP 2026.05	91.19	90.51	92.27	85.3	82.78	84.81
AgentDropout 2026.05	90.83	88.15	91.22	83.64	81.66	83.55
AgentPrune 2026.05	90.62	88.84	90.98	84.11	81.08	83.32
G-Designer 2026.05	90.35	88.52	91.4	83.43	80.82	82.86
TopoPrior+ARG 2026.05	90.16	89.25	91.21	88.07	83.32	85.56
RAG 2026.05	88.82	86.88	89.7	81.92	79.54	81.14
TopoPrior+AP 2026.05	88.67	86.84	89.73	86.92	81.9	82.36
TopoPrior+AD 2026.05	88.59	87.68	88.64	86.53	82.81	83.79
TopoPrior+GD 2026.05	87.65	87.1	88.74	86.65	82.11	82.18
ARG-Designer 2026.05	87.63	87.72	89.16	86.57	81.85	82.19
PE 2026.05	86.88	84.75	87.94	79.76	77.39	79.01
CoT 2026.05	86.63	85.62	88.64	81.75	78.35	80.03
G-Designer 2026.05	86.58	85.21	88.07	84.29	80.28	81.53
AgentDropout 2026.05	86.57	85.7	87.96	85.52	80.44	81.95
AgentPrune 2026.05	86.03	86.15	88.22	85.93	80.79	82.1
RAG 2026.05	85.4	84.06	86.55	82.12	79.69	79.91
CoT 2026.05	84.53	82.1	85.27	80.19	78.24	78.41
PE 2026.05	84.42	82.55	85.29	78.3	76.57	77.49
TopoPrior+ARG 2026.05	63.54	62.6	60.21	58.15	55.82	57.04
TopoPrior+AD 2026.05	62.8	61.42	58.96	57.4	55.36	56.01
TopoPrior+GD 2026.05	61.83	58.72	59.05	56.51	54.3	54.8
TopoPrior+AP 2026.05	61.16	60.35	58.84	56.07	53.98	54.91
ARG-Designer 2026.05	60.82	59.52	57.11	56.27	53.85	54.25
AgentDropout 2026.05	60.4	58.86	57.1	55.79	53.54	53.84
G-Designer 2026.05	59.6	57.86	57.15	54.08	52.63	52.96
AgentPrune 2026.05	59.48	58.16	56.93	54.5	52.09	52.89
RAG 2026.05	57.45	56.59	56.98	51.75	50.58	51.17
CoT 2026.05	55.85	54.47	55.48	50.36	48.07	49.36
DES-MoE 2026.05	55.15	53.42	56.5	51.31	48.84	49.34
PE 2026.05	54.73	53.64	55.02	48.69	46.25	48.04
MoDE 2026.05	54.61	53.97	56.14	50.8	49.25	49.26
MoDULA 2026.05	54.37	52.95	55.84	49.72	47.55	48.64