TTGBench: Benchmarking Topological Evolution and Semantic Drift in Text-attributed Temporal Graphs

Longfei Ma, Zemin Liu, Fei Wu

Temporal graph learning models the evolution of dynamic systems, where both structural interactions and semantic states change over time. However, existing benchmarks primarily emp…