{"url":"/dataset/dtgb","name":"DTGB","full_name":"Dynamic Text-attributed Graph Benchmark","description_markdown":"We introduce Dynamic Text-attributed Graph Benchmark (DTGB), a\r\ncollection of large-scale, time-evolving graphs from diverse domains, with nodes\r\nand edges enriched by dynamically changing text attributes and categories. To\r\nfacilitate the use of DTGB, we design standardized evaluation procedures based\r\non four real-world use cases: future link prediction, destination node retrieval,\r\nedge classification, and textual relation generation. These tasks require models to\r\nunderstand both dynamic graph structures and natural language, highlighting the\r\nunique challenges posed by DyTAGs.","description_withheld":null,"homepage":"https://github.com/zjs123/DTGB","introduced_date":"2024-06-17","introduced_date_note":null,"introduced_by":{"paper":"/paper/dtgb-a-comprehensive-benchmark-for-dynamic","title":"DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs","first_author":"Jiasheng Zhang","url":null},"license":{"name":"CC BY","url":"https://creativecommons.org/licenses/by/4.0/"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"},{"name":"Graphs","url":"/datasets/modality/graphs"},{"name":"Time series","url":"/datasets/modality/time-series"}],"tasks":[{"name":"Text Generation","url":"/task/text-generation","datasets_with_task":"/datasets/task/text-generation"},{"name":"Link Prediction","url":"/task/link-prediction","datasets_with_task":"/datasets/task/link-prediction"},{"name":"Retrieval","url":"/task/retrieval","datasets_with_task":"/datasets/task/retrieval"},{"name":"Edge Classification","url":"/task/edge-classification","datasets_with_task":"/datasets/task/edge-classification"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["DTGB"],"data_loaders":[],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}