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Graph Reasoning on GraphInstruct

92Average Performance

EGL-SCA (Full)

Updated 22d ago

Evaluation Results

Method	Links
EGL-SCA (Full) 2026.05		92	-	-	-
w/o Protocol-Reliability Obj 2026.05		89	-	-	-
w/o Tool Growth 2026.05		88.5	-	-	-
w/o Instruction Evol. 2026.05		88.5	-	-	-
AgentSquare 2026.05		87.5	-	-	-
w/o SCA Routing 2026.05		87.5	-	-	-
w/o Tool Use 2026.05		68.5	-	-	-
Chain-of-Thought (CoT) 2026.05		64.5	-	-	-
GEPA 2026.05		64	-	-	-
FixedSolver 2026.05		57.5	-	-	-
NPG-Muse-8B 2025.08		54.4	64.9	46.3	75
Direct Prompting 2026.05		52.5	-	-	-
Qwen2.5-14B-Instruct-1M 2025.08		40.9	60.8	18.3	81.9
ReAct 2026.05		40.5	-	-	-
Few-Shot 2026.05		40	-	-	-
ExpeL 2026.05		38	-	-	-
NPG-Muse-7B 2025.08		36.2	51.3	17.8	64.8
Qwen2.5-7B-Ins-1M 2025.08		32.9	46.8	10.6	75
Qwen3-14B-Base 2025.08		32.6	54.3	15.5	71.8
Qwen3-8B-Base 2025.08		25.2	49.4	9.7	65
Reflexion 2026.05		17.5	-	-	-