{"url":"/dataset/begin-1","name":"BeGin","full_name":null,"description_markdown":"**BeGin** provides 23 benchmark scenarios for graph from 14 real-world datasets, which cover 12 combinations of the incremental settings and the levels of problem. In addition, BeGin provides various basic evaluation metrics for measuring the performances and final evalution metrics designed for continual learning.\r\n\r\nSource: [BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning](https://arxiv.org/pdf/2211.14568v1.pdf)\r\n\r\nImage Source: [https://arxiv.org/pdf/2211.14568v1.pdf](https://arxiv.org/pdf/2211.14568v1.pdf)","description_withheld":null,"homepage":"https://github.com/ShinhwanKang/BeGin","introduced_date":"2022-11-26","introduced_date_note":null,"introduced_by":{"paper":"/paper/begin-extensive-benchmark-scenarios-and-an","title":"BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning","first_author":"Jihoon Ko","url":null},"license":{"name":"Apache-2.0 license","url":"https://github.com/ShinhwanKang/BeGin/blob/main/LICENSE.md"},"modalities":[{"name":"Graphs","url":"/datasets/modality/graphs"}],"tasks":[{"name":"Continual Learning","url":"/task/continual-learning","datasets_with_task":"/datasets/task/continual-learning"}],"languages":[],"variants":["BeGin"],"data_loaders":[],"num_papers_in_archive":1,"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."}