{"url":"/dataset/asset","name":"ASSET","full_name":"ASSET","description_markdown":"ASSET is a new dataset for assessing sentence simplification in English. ASSET is a crowdsourced multi-reference corpus where each simplification was produced by executing several rewriting transformations.\r\n\r\nSource: [ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations](https://arxiv.org/pdf/2005.00481v1.pdf)","description_withheld":null,"homepage":"https://github.com/facebookresearch/asset","introduced_date":"2020-05-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/asset-a-dataset-for-tuning-and-evaluation-of","title":"ASSET: A Dataset for Tuning and Evaluation of Sentence Simplification Models with Multiple Rewriting Transformations","first_author":"Fernando Alva-Manchego","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Text Simplification","url":"/task/text-simplification","datasets_with_task":"/datasets/task/text-simplification"}],"languages":[],"variants":["ASSET"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/facebook/asset","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/asset","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/tensorflow/datasets","url":"https://www.tensorflow.org/datasets/catalog/asset","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/facebookresearch/asset","url":"https://github.com/facebookresearch/asset","frameworks":[]}],"num_papers_in_archive":54,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/text-simplification-on-asset","task":"Text Simplification","dataset_variant":"ASSET","rows":12,"metrics":["BLEU","SARI (EASSE>=0.2.1)","METEOR","FKGL","QuestEval (Reference-less, BERTScore)"],"first_row_in_archive_order":{"model":"GPT-175B (15 SARI-selected examples, random ordering)","paper":"/paper/metric-based-in-context-learning-a-case-study","metrics":{"BLEU":"73.92","FKGL":"7.73","SARI (EASSE>=0.2.1)":"47.94"},"code_links":[{"title":"nlp-ku/metric-based-in-context-learning","url":"https://github.com/nlp-ku/metric-based-in-context-learning"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/metric-based-in-context-learning-a-case-study","title":"Metric-Based In-context Learning: A Case Study in Text Simplification","date":"2023-07-27","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/control-prefixes-for-text-generation","title":"Control Prefixes for Parameter-Efficient Text Generation","date":"2021-10-15","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/text-simplification-by-tagging","title":"Text Simplification by Tagging","date":"2021-03-08","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/the-gem-benchmark-natural-language-generation","title":"The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics","date":"2021-02-02","rows_on_this_dataset":2,"code_links":0,"syntology":null},{"paper":"/paper/multilingual-unsupervised-sentence","title":"MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases","date":"2020-05-01","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/controllable-sentence-simplification","title":"Controllable Sentence Simplification","date":"2019-10-07","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/integrating-transformer-and-paraphrase-rules","title":"Integrating Transformer and Paraphrase Rules for Sentence Simplification","date":"2018-10-26","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/unsupervised-neural-text-simplification","title":"Unsupervised Neural Text Simplification","date":"2018-10-18","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/sentence-simplification-with-deep","title":"Sentence Simplification with Deep Reinforcement Learning","date":"2017-03-31","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/sentence-simplification-by-monolingual","title":"Sentence Simplification by Monolingual Machine Translation","date":"2012-07-01","rows_on_this_dataset":1,"code_links":0,"syntology":null}],"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."}