Graph Reasoning

Benchmarks

Dataset Name	SOTA Method	Metric
GraphSQA 1.0 (overall)	GraphInsight	Rank1	50	4mo ago
GRBENCH Legal	GraphScout	QwenScore56.7	32	4mo ago
GRBENCH E-Commerce	GraphScout	QwenScore0.585	32	4mo ago
GRBENCH Academic	GraphScout	QwenScore0.71	32	4mo ago
GRBENCH Literature	GraphScout	QwenScore69.6	32	4mo ago
GRBENCH Healthcare	GraphScout	QwenScore81.9	32	4mo ago
OOD graph (test)	AutoSelection	GraphWiz Score38.91	30	2mo ago
GraphArena	AgentSquare	Average Acc100	22	2mo ago
GraphInstruct	EGL-SCA (Full)	Average Performance92	21	2mo ago
GraphInstruct (test)	SLASH	Cycle Accuracy93.1	16	2mo ago
G-Real	AgentSquare	Success Rate100	16	2mo ago
NLGraph	EGL-SCA (Full)	Success Rate97	16	2mo ago
GVLQA BASE baseline (test)	Vicuna-13B	Connect99.35	15	4mo ago
GraphWalk Synthetic Query Set 100 nodes		Correct Answers59	12	3mo ago
WL-Graph (Within-Limit Graph) NLGraph-based (test)	GraphForge	Undirected Cycle99	9	16d ago
G-bench CS	G-reasoner	Inference Time (s)0.2	9	4mo ago
GraphQA (test)	GTLM	Avg Accuracy98.8	9	2mo ago
GRbench	GRAPHDANCER	E-COMMERCE (R-L) Score48.87	9	4mo ago
E-Com (test)	GLIP	Precision82.71	4	25d ago
Scenario-Simulation Graph Dataset	LOM-action	Connectivity100	3	3mo ago
GraphWiz (test)	MTN	Cycle Detection45.6	3	4mo ago
CLRS-Text (test)	AutoBRANE	BFS Accuracy0.896	3	4mo ago

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