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ResearchFormerly WizWand

Graph Reasoning on GraphArena

100Average AccAgentSquare
0.6826.46552.2578.035Aug 28, 2025Oct 9, 2025Nov 21, 2025Jan 3, 2026Feb 14, 2026Mar 29, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AgentSquareBase LLM=gpt-5.4-nano, Category=Tool-Augmented Agents, Tool Access=Fixed Toolbox2026.05100——
MA-GTSBase LLM=gpt-5.4-nano, Category=Tool-Augmented Agents, Tool Access=Fixed Toolbox2026.05100——
w/o SCA RoutingBase LLM=gpt-5.4-nano, Ablation=w/o SCA Routing2026.0599.5——
w/o Tool GrowthBase LLM=gpt-5.4-nano, Ablation=w/o Tool Growth2026.0599.5——
w/o Protocol-Reliability ObjBase LLM=gpt-5.4-nano, Ablation=w/o Protocol-Reliability Obj2026.0599.5——
EGL-SCA (Full)Base LLM=gpt-5.4-nano2026.0599.5——
w/o Instruction Evol.Base LLM=gpt-5.4-nano, Ablation=w/o Instruction Evol.2026.0591——
FixedSolverBase LLM=gpt-5.4-nano, Category=Tool-Augmented Agents, Tool Access=Fixed Toolbox2026.0567——
ReActBase LLM=gpt-5.4-nano, Category=Tool-Augmented Agents, Tool Access=Fixed Toolbox2026.0565.5——
NPG-Muse-8BParameters=8B2025.0854.463.232.9
GEPABase LLM=gpt-5.4-nano, Category=Prompting & Self-Improvement, Tool Access=No Tools2026.0547.5——
Chain-of-Thought (CoT)Base LLM=gpt-5.4-nano, Category=Prompting & Self-Improvement, Tool Access=No Tools2026.0542——
Qwen2.5-14B-Instruct-1MBackbone=Qwen2.5, Parameters=14B, Variant=Instruct-1M2025.0840.948.115.8
NPG-Muse-7BParameters=7B2025.0836.247.710.7
w/o Tool UseBase LLM=gpt-5.4-nano, Ablation=w/o Tool Use2026.0536——
Qwen2.5-7B-Ins-1MBackbone=Qwen2.5, Parameters=7B, Variant=Instruct-1M2025.0832.937.215.2
Qwen3-14B-BaseBackbone=Qwen3, Parameters=14B2025.0832.631.614.8
Qwen3-8B-BaseBackbone=Qwen3, Parameters=8B2025.0825.220.89.5
ExpeLBase LLM=gpt-5.4-nano, Category=Prompting & Self-Improvement, Tool Access=No Tools2026.0518——
Direct PromptingBase LLM=gpt-5.4-nano, Category=Prompting & Self-Improvement, Tool Access=No Tools2026.0516——
Few-ShotBase LLM=gpt-5.4-nano, Category=Prompting & Self-Improvement, Tool Access=No Tools2026.058——
ReflexionBase LLM=gpt-5.4-nano, Category=Prompting & Self-Improvement, Tool Access=No Tools2026.054.5——