{"url":"/sota/text-simplification-on-deplain-apa-doc","task":{"name":"Text Simplification","url":"/task/text-simplification","note":null},"dataset":{"name":"DEplain-APA-doc","url":"/dataset/deplain-apa-doc"},"category":"Natural Language Processing","categories":["Natural Language Processing"],"category_note":null,"description":"**Text Simplification** is the task of reducing the complexity of the vocabulary and sentence structure of text while retaining its original meaning, with the goal of improving readability and understanding. Simplification has a variety of important societal applications, for example increasing accessibility for those with cognitive disabilities such as aphasia, dyslexia, and autism, or for non-native speakers and children with reading difficulties.\r\n\r\n\r\n<span class=\"description-source\">Source: [Multilingual Unsupervised Sentence Simplification](https://arxiv.org/abs/2005.00352)</span>","description_from":"task","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","rank":"the archive's row order at snapshot; not re-ranked","rows_end_at":"2025-07-28","rows_withheld_as_spam":0,"metric_values":"the archive's strings, untouched"},"metrics":["SARI (EASSE>=0.2.1)","BLEU","BertScore (Precision)","FRE (Flesch Reading Ease)"],"metric_direction":{"note":"inferred from the metric name only (the archive records no direction); null = not inferred, chart draws points only","by_metric":{"SARI (EASSE>=0.2.1)":null,"BLEU":"higher","BertScore (Precision)":"higher","FRE (Flesch Reading Ease)":null}},"counts":{"rows":3,"rows_with_code":3,"rows_with_paper_page":3,"rows_dated":3,"rows_using_additional_data":1},"rows":[{"rank_in_archive_order":1,"model":"long-mBART (trained on DEplain-APA-doc)","metrics":{"BLEU":"38.136","BertScore (Precision)":"0.598","FRE (Flesch Reading Ease)":"65.4","SARI (EASSE>=0.2.1)":"44.56"},"uses_additional_data":false,"paper_date":"2023-05-30","paper":"/paper/deplain-a-german-parallel-corpus-with","paper_url":"https://arxiv.org/abs/2305.18939v1","paper_title":"DEPLAIN: A German Parallel Corpus with Intralingual Translations into Plain Language for Sentence and Document Simplification","code":"https://github.com/rstodden/deplain","n_code_links":1,"syntology":null},{"rank_in_archive_order":2,"model":"long-mBART (trained on DEplain-APA-doc & DEplain-web-doc)","metrics":{"BLEU":"36.449","BertScore (Precision)":"0.589","FRE (Flesch Reading Ease)":"65.4","SARI (EASSE>=0.2.1)":"42.862"},"uses_additional_data":true,"paper_date":"2023-05-30","paper":"/paper/deplain-a-german-parallel-corpus-with","paper_url":"https://arxiv.org/abs/2305.18939v1","paper_title":"DEPLAIN: A German Parallel Corpus with Intralingual Translations into Plain Language for Sentence and Document Simplification","code":"https://github.com/rstodden/deplain","n_code_links":1,"syntology":null},{"rank_in_archive_order":3,"model":"long-mBART (trained on DEplain-web-doc)","metrics":{"BLEU":"12.913","BertScore (Precision)":"0.475","FRE (Flesch Reading Ease)":"59.55","SARI (EASSE>=0.2.1)":"35.02"},"uses_additional_data":false,"paper_date":"2023-05-30","paper":"/paper/deplain-a-german-parallel-corpus-with","paper_url":"https://arxiv.org/abs/2305.18939v1","paper_title":"DEPLAIN: A German Parallel Corpus with Intralingual Translations into Plain Language for Sentence and Document Simplification","code":"https://github.com/rstodden/deplain","n_code_links":1,"syntology":null}],"since_archive":{"present":false,"note":"No Syntology-extracted rows are published in this build."},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per row: N of M harvested code samples from that row's paper executed on a synthesized fixture; the other M-N are unverified. Not a reproduction of the row's number; not a correctness claim. n_pointer_only_licence counts samples the site points at rather than redistributes (a licence axis, independent of ran/unverified).","rows_with_graph_line":0,"rows_with_any_sample_ran":0,"distinct_papers_with_graph_line":0,"distinct_papers_with_any_sample_ran":0,"samples_over_distinct_papers":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"each paper (arXiv id) counted once, however many rows it is behind; this is the page-level figure"},"samples_row_weighted":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"row-weighted: a paper behind several rows is counted once per row; inflated relative to samples_over_distinct_papers by design, kept for readers summing the per-row syntology blocks"}}}