ResearchBenchmarksGraph reasoning on GraphWiz (test)Graph reasoning on GraphWiz (test)Follow45.6Cycle DetectionMTN43.5244.0644.645.14Nov 30, 2025Evaluation resultsMethodMethodLinksCycle DetectionConnectivityBipartite Graph AccuracyTopological SortShortest PathMaximum Triangle SumMaximum FlowHamilton PathSubgraph MatchingAverage AccuracyMTNapproach=fine-tuning a...approach=fine-tuning a single adapter2025.1145.675.662.713.724.729.310.248.58443.8AutoBRANE2025.1143.878.365.622.121.629.615.747.885.245.5GradTAGapproach=Multi-Task Le...approach=Multi-Task Learning baseline2025.1143.676.264.720.125.229.313.246.483.144.7