{"url":"/dataset/glasstemp","name":"GlassTemp","full_name":"Glass Transition Temperature","description_markdown":"The GlassTemp dataset is collected from [Polyinfo](https://polymer.nims.go.jp/en/). It uses monomers as polymer graphs to predict the property of glass transition temperature. The glass transition temperature of the material itself denotes the temperature range over which this glass transition takes place.","description_withheld":null,"homepage":"https://github.com/liugangcode/GREA/tree/main/data/tg_prop/raw","introduced_date":"2022-06-06","introduced_date_note":null,"introduced_by":{"paper":"/paper/graph-rationalization-with-environment-based","title":"Graph Rationalization with Environment-based Augmentations","first_author":"Gang Liu","url":null},"license":null,"modalities":[{"name":"Graphs","url":"/datasets/modality/graphs"}],"tasks":[{"name":"Graph Regression","url":"/task/graph-regression","datasets_with_task":"/datasets/task/graph-regression"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["GlassTemp","MeltingTemp"],"data_loaders":[],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/graph-regression-on-glasstemp","task":"Graph Regression","dataset_variant":"GlassTemp","rows":1,"metrics":["RMSE "],"first_row_in_archive_order":{"model":"GREA (GIN)","paper":"/paper/graph-rationalization-with-environment-based","metrics":{"RMSE ":"41.2±0.8"},"code_links":[{"title":"liugangcode/GREA","url":"https://github.com/liugangcode/GREA"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/graph-rationalization-with-environment-based","title":"Graph Rationalization with Environment-based Augmentations","date":"2022-06-06","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-25T09:33:49+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":1,"samples_harvested":1,"samples_ran":1,"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."}