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 51–100 of 468 papers

TitleStatusHype
Readability-based Sentence Ranking for Evaluating Text SimplificationCode0
Inherent Biases in Reference based Evaluation for Grammatical Error Correction and Text SimplificationCode0
MedTSS: transforming abstractive summarization of scientific articles with linguistic analysis and concept reinforcementCode0
Metric-Based In-context Learning: A Case Study in Text SimplificationCode0
HTSS: A Novel Hybrid Text Summarisation and Simplification ArchitectureCode0
Inherent Biases in Reference-based Evaluation for Grammatical Error CorrectionCode0
A New Dataset and Efficient Baselines for Document-level Text Simplification in GermanCode0
A User-Centered Evaluation of Spanish Text SimplificationCode0
Open corpora and toolkit for assessing text readability in FrenchCode0
Optimizing Statistical Machine Translation for Text SimplificationCode0
German Text Simplification: Finetuning Large Language Models with Semi-Synthetic DataCode0
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical ResourcesCode0
Finding Spoiler Bias in Tweets by Zero-shot Learning and Knowledge Distilling from Neural Text SimplificationCode0
Health Text Simplification: An Annotated Corpus for Digestive Cancer Education and Novel Strategies for Reinforcement LearningCode0
Integrating Transformer and Paraphrase Rules for Sentence SimplificationCode0
Exploring German Multi-Level Text SimplificationCode0
Exploiting Summarization Data to Help Text SimplificationCode0
Exploring Neural Text Simplification ModelsCode0
Evaluating Factuality in Text SimplificationCode0
Enhancing Paraphrase Type Generation: The Impact of DPO and RLHF Evaluated with Human-Ranked DataCode0
Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence TasksCode0
FASTSUBS: An Efficient and Exact Procedure for Finding the Most Likely Lexical Substitutes Based on an N-gram Language ModelCode0
Investigating Text Simplification EvaluationCode0
BLEU is Not Suitable for the Evaluation of Text SimplificationCode0
Document-Level Text Generation with Minimum Bayes Risk Decoding using Optimal TransportCode0
BLESS: Benchmarking Large Language Models on Sentence SimplificationCode0
BibRank: Automatic Keyphrase Extraction Platform Using~MetadataCode0
APPLS: Evaluating Evaluation Metrics for Plain Language SummarizationCode0
EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit EditingCode0
Elaborative Simplification: Content Addition and Explanation Generation in Text SimplificationCode0
Estimating Linguistic Complexity for Science TextsCode0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
ARTIST: ARTificial Intelligence for Simplified TextCode0
BERTScoreVisualizer: A Web Tool for Understanding Simplified Text Evaluation with BERTScoreCode0
ARTiST: Automated Text Simplification for Task Guidance in Augmented RealityCode0
Exploring Automatic Text Simplification of German Narrative DocumentsCode0
DiscoFuse: A Large-Scale Dataset for Discourse-Based Sentence FusionCode0
Discourse Level Factors for Sentence Deletion in Text SimplificationCode0
A Semantic Relevance Based Neural Network for Text Summarization and Text SimplificationCode0
CATS: A Tool for Customized Alignment of Text Simplification CorporaCode0
How May I Help You? Using Neural Text Simplification to Improve Downstream NLP TasksCode0
ALTER: Auxiliary Text Rewriting Tool for Natural Language GenerationCode0
Detecting Multiword Expression Type Helps Lexical Complexity AssessmentCode0
InfoLossQA: Characterizing and Recovering Information Loss in Text SimplificationCode0
Discriminating between Lexico-Semantic Relations with the Specialization Tensor ModelCode0
Do Text Simplification Systems Preserve Meaning? A Human Evaluation via Reading ComprehensionCode0
Controlled Text Generation with Hidden Representation TransformationsCode0
Context-Aware Document SimplificationCode0
Controllable Sentence SimplificationCode0
Deep Copycat Networks for Text-to-Text GenerationCode0
Show:102550
← PrevPage 2 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