SOTAVerified

Text Simplification

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.

Source: Multilingual Unsupervised Sentence Simplification

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 468 papers

TitleStatusHype
Rule-based and machine learning approaches for second language sentence-level readability—0
SATS: simplification aware text summarization of scientific documents—0
SB@GU at the Complex Word Identification 2018 Shared Task—0
SB: mmSystem - Using Decompositional Semantics for Lexical Simplification—0
SciGisPy: a Novel Metric for Biomedical Text Simplification via Gist Inference Score—0
Selecting Proper Lexical Paraphrase for Children—0
Semantic Features Based on Word Alignments for Estimating Quality of Text Simplification—0
VTechAGP: An Academic-to-General-Audience Text Paraphrase Dataset and Benchmark Models—0
Unsupervised Resolution of Acronyms and Abbreviations in Nursing Notes Using Document-Level Context Models—0
SEMA: Text Simplification Evaluation through Semantic Alignment—0
SemEval-2012 Task 1: English Lexical Simplification—0
SemEval-2014 Task 3: Cross-Level Semantic Similarity—0
SemEval 2016 Task 11: Complex Word Identification—0
Semi-supervised methods for expanding psycholinguistics norms by integrating distributional similarity with the structure of WordNet—0
Semi-Supervised Text Simplification with Back-Translation and Asymmetric Denoising Autoencoders—0
Sentence Alignment Methods for Improving Text Simplification Systems—0
Sentence Compression with Joint Structural Inference—0
Sentence Packaging in Text Generation from Semantic Graphs as a Community Detection Problem—0
Sentence Simplification as Tree Transduction—0
Sentence Simplification by Monolingual Machine Translation—0
A comparative study of word embeddings and other features for lexical complexity detection in French—0
Sentence Simplification with Memory-Augmented Neural Networks—0
Unsupervised Sentence Simplification via Dependency Parsing—0
What Makes a Concept Complex? Measuring Conceptual Complexity as a Precursor for Text Simplification—0
Services for text simplification and analysis—0
Shallow Discourse Parsing for Open Information Extraction and Text Simplification—0
Similarity-Based Alignment of Monolingual Corpora for Text Simplification Purposes—0
SimPA: A Sentence-Level Simplification Corpus for the Public Administration Domain—0
A Quantitative Insight into the Impact of Translation on Readability—0
Arabic Word-level Readability Visualization for Assisted Text Simplification—0
Simple and Effective Text Simplification Using Semantic and Neural Methods—0
SimpleBERT: A Pre-trained Model That Learns to Generate Simple Words—0
A Semantic QA-Based Approach for Text Summarization Evaluation—0
Simple is not Enough: Document-level Text Simplification using Readability and Coherence—0
A Sentence Simplification System for Improving Relation Extraction—0
Assessing Chinese Readability using Term Frequency and Lexical Chain—0
Assessing Conformance of Manually Simplified Corpora with User Requirements: the Case of Autistic Readers—0
Assessing the Readability of Sentences: Which Corpora and Features?—0
Assessing the relative reading level of sentence pairs for text simplification—0
Assisted Lexical Simplification for French Native Children with Reading Difficulties—0
A Structured Literature Review on Traditional Approaches in Current Natural Language Processing—0
A Survey on Text Simplification—0
A Syntax-Aware Edit-based System for Text Simplification—0
A System for the Simplification of Numerical Expressions at Different Levels of Understandability—0
A Tagging Approach to Identify Complex Constituents for Text Simplification—0
A Tool for Automatic Simplification of Swedish Texts—0
Attacking Misinformation Detection Using Adversarial Examples Generated by Language Models—0
SimpleNets: Quality Estimation with Resource-Light Neural Networks—0
Automated Feedback Loops to Protect Text Simplification with Generative AI from Information Loss—0
Automated Text Simplification as a Preprocessing Step for Machine Translation into an Under-resourced Language—0
Show:102550
← PrevPage 8 of 10Next →
All datasetsTurkCorpusASSETNewselaPWKP / WikiSmallDEplain-APA-docDEplain-web-docEurekaAlertDEplain-APA-sentDEplain-web-sentWikiLargeFRWiki-Auto + Turk

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-175B (6 SARI-selected examples, high/low)SARI (EASSE>=0.2.1)43.46—Unverified
2MUSS (BART+ACCESS Supervised)SARI (EASSE>=0.2.1)42.53—Unverified
3Control Prefixes (BART)SARI (EASSE>=0.2.1)42.32—Unverified
4TSTSARI (EASSE>=0.2.1)41.46—Unverified
5ACCESSSARI (EASSE>=0.2.1)41.38—Unverified
6MUSS (BART+ACCESS Unsupervised)SARI (EASSE>=0.2.1)40.85—Unverified
7DMASS-DCSSSARI (EASSE>=0.2.1)40.45—Unverified
8SBMT-SARISARI (EASSE>=0.2.1)39.56—Unverified
9EditNTSSARI (EASSE>=0.2.1)38.22—Unverified
10PBMT-RSARI (EASSE>=0.2.1)38.04—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-175B (15 SARI-selected examples, random ordering)BLEU73.92—Unverified
2MUSS (BART+ACCESS Supervised)BLEU72.98—Unverified
3Control Prefixes (BART)SARI (EASSE>=0.2.1)43.58—Unverified
4TSTSARI (EASSE>=0.2.1)43.21—Unverified
5MUSS (BART+ACCESS Unsupervised)SARI (EASSE>=0.2.1)42.65—Unverified
6ACCESSSARI (EASSE>=0.2.1)40.13—Unverified
7DMASS-DCSSSARI (EASSE>=0.2.1)38.67—Unverified
8Dress-LSSARI (EASSE>=0.2.1)36.59—Unverified
9UNTS (Unsupervised)SARI (EASSE>=0.2.1)35.19—Unverified
10PBMT-RSARI (EASSE>=0.2.1)34.63—Unverified
#ModelMetricClaimedVerifiedStatus
1CRF Alignment + TransformerSARI36.6—Unverified
2Pointer + Multi-task Entailment and Paraphrase GenerationSARI33.22—Unverified
3EditNTSSARI31.41—Unverified
4S2S-Cluster-FASARI30.73—Unverified
5Edit-Unsup-TSSARI30.44—Unverified
6NSELSTM-SSARI29.58—Unverified
7NSELSTM-BSARI27.42—Unverified
8DRESSSARI27.37—Unverified
9DMASS + DCSSSARI27.28—Unverified
10DRESS-LSSARI26.63—Unverified
#ModelMetricClaimedVerifiedStatus
1NSELSTM-BBLEU53.42—Unverified
2TSTSARI44.67—Unverified
3UNSUPBLEU38.47—Unverified
4DRESS-LSBLEU36.32—Unverified
5DRESSBLEU34.53—Unverified
6EditNTSSARI32.35—Unverified
7NSELSTM-SBLEU29.72—Unverified
8Pointer + Multi-task Entailment and Paraphrase GenerationBLEU27.23—Unverified
#ModelMetricClaimedVerifiedStatus
1long-mBART (trained on DEplain-APA-doc)SARI (EASSE>=0.2.1)44.56—Unverified
2long-mBART (trained on DEplain-APA-doc & DEplain-web-doc)SARI (EASSE>=0.2.1)42.86—Unverified
3long-mBART (trained on DEplain-web-doc)SARI (EASSE>=0.2.1)35.02—Unverified
#ModelMetricClaimedVerifiedStatus
1long-mBART (trained on DEplain-APA-doc & DEplain-web-doc)SARI (EASSE>=0.2.1)49.75—Unverified
2long-mBART (trained on DEplain-web-doc)SARI (EASSE>=0.2.1)49.58—Unverified
3long-mBART (trained on DEplain-APA-doc)SARI (EASSE>=0.2.1)43.09—Unverified
#ModelMetricClaimedVerifiedStatus
1SATSSARI40.83—Unverified
2MedTSS-BART (Without Training)Rouge135.17—Unverified
3HTSSRouge121.94—Unverified
#ModelMetricClaimedVerifiedStatus
1mBART (trained on DEplain-APA-sent & DEplain-web-sent)SARI (EASSE>=0.2.1)34.9—Unverified
2mBART (trained on DEplain-APA-sent)SARI (EASSE>=0.2.1)34.82—Unverified
#ModelMetricClaimedVerifiedStatus
1mBART (trained on DEplain-APA-sent & DEplain-web-sent)SARI (EASSE>=0.2.1)34.83—Unverified
2mBART (trained on DEplain-APA-sent)SARI (EASSE>=0.2.1)30.87—Unverified
#ModelMetricClaimedVerifiedStatus
1mT5 (fine-tuned on MULTI-SIM)SARI39.23—Unverified
2LSTMSARI39.05—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-490.81—Unverified