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

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Showing 101–150 of 468 papers

TitleStatusHype
Cognitive Simplification Operations Improve Text SimplificationCode0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
Integrating Transformer and Paraphrase Rules for Sentence SimplificationCode0
Large-scale Hierarchical Alignment for Data-driven Text RewritingCode0
Health Text Simplification: An Annotated Corpus for Digestive Cancer Education and Novel Strategies for Reinforcement LearningCode0
How May I Help You? Using Neural Text Simplification to Improve Downstream NLP TasksCode0
Exploring Neural Text Simplification ModelsCode0
Complexity-Weighted Loss and Diverse Reranking for Sentence SimplificationCode0
Exploiting Summarization Data to Help Text SimplificationCode0
The (Un)Suitability of Automatic Evaluation Metrics for Text SimplificationCode0
FASTSUBS: An Efficient and Exact Procedure for Finding the Most Likely Lexical Substitutes Based on an N-gram Language ModelCode0
HTSS: A Novel Hybrid Text Summarisation and Simplification ArchitectureCode0
Enhancing Paraphrase Type Generation: The Impact of DPO and RLHF Evaluated with Human-Ranked DataCode0
EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit EditingCode0
Context-Aware Document SimplificationCode0
Estimating Linguistic Complexity for Science TextsCode0
Controllable Sentence SimplificationCode0
Document-Level Text Generation with Minimum Bayes Risk Decoding using Optimal TransportCode0
Discourse Level Factors for Sentence Deletion in Text SimplificationCode0
Aligning Sentence Simplification with ESL Learner's Proficiency for Language AcquisitionCode0
Controlled Text Generation with Hidden Representation TransformationsCode0
Discriminating between Lexico-Semantic Relations with the Specialization Tensor ModelCode0
Do Text Simplification Systems Preserve Meaning? A Human Evaluation via Reading ComprehensionCode0
Exploring German Multi-Level Text SimplificationCode0
Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence TasksCode0
Evaluating Factuality in Text SimplificationCode0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
Learning How to Simplify From Explicit Labeling of Complex-Simplified Text PairsCode0
Readability-based Sentence Ranking for Evaluating Text SimplificationCode0
Cross-Sentence Transformations in Text Simplification—0
Creating and using large monolingual parallel corpora for sentential paraphrase generation—0
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs—0
Creating an Aligned Russian Text Simplification Dataset from Language Learner Data—0
Coreference-Based Text Simplification—0
Automatic and Human-AI Interactive Text Generation—0
An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models—0
Automated Text Simplification as a Preprocessing Step for Machine Translation into an Under-resourced Language—0
Controllable Text Simplification with Lexical Constraint Loss—0
Controllable Text Simplification with Explicit Paraphrasing—0
Automated Feedback Loops to Protect Text Simplification with Generative AI from Information Loss—0
An Experimental Study of LSTM Encoder-Decoder Model for Text Simplification—0
Aligning Sentences from Standard Wikipedia to Simple Wikipedia—0
Attacking Misinformation Detection Using Adversarial Examples Generated by Language Models—0
Context-Aware Automatic Text Simplification of Health Materials in Low-Resource Domains—0
Computational considerations of comparisons and similes—0
A Tool for Automatic Simplification of Swedish Texts—0
Complex Word Identification in Vietnamese: Towards Vietnamese Text Simplification—0
Complex Word Identification: Convolutional Neural Network vs. Feature Engineering—0
A Tagging Approach to Identify Complex Constituents for Text Simplification—0
An Evaluation of Binary Comparative Lexical Complexity Models—0
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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