SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Showing 52515300 of 5335 papers

TitleStatusHype
A Novel Discriminative Framework for Sentence-Level Discourse Analysis0
Using Discourse Information for Paraphrase Extraction0
Exact Sampling and Decoding in High-Order Hidden Markov Models0
Aligning Predicates across Monolingual Comparable Texts using Graph-based Clustering0
Optimising Incremental Dialogue Decisions Using Information Density for Interactive Systems0
Monolingual Distributional Similarity for Text-to-Text Generation0
Fully Abstractive Approach to Guided Summarization0
Corpus-based Interpretation of Instructions in Virtual Environments0
Concept-to-text Generation via Discriminative Reranking0
Collective Generation of Natural Image Descriptions0
Joint Learning of a Dual SMT System for Paraphrase Generation0
Nomao : un moteur de recherche g\'eolocalis\'e sp\'ecialis\'e dans la recommandation de lieux et l'e-r\'eputation (Nomao : a geolocalized search engine dedicated to place recommendation and e-reputation) [in French]0
Synth\`ese de texte avec le logiciel Syntox (Automated generation of text with Syntox) [in French]0
Unsupervised Content Discovery from Concise Summaries0
Generating Situated Assisting Utterances to Facilitate Tactile-Map Understanding: A Prototype System0
Offline Sentence Processing Measures for testing Readability with Users0
Detection and Correction of Preposition and Determiner Errors in English: HOO 20120
Comparing HMMs and Bayesian Networks for Surface Realisation0
Unsupervised Concept-to-text Generation with Hypergraphs0
On-Demand Distributional Semantic Distance and Paraphrasing0
NOMIT: Automatic Titling by Nominalizing0
On The Feasibility of Open Domain Referring Expression Generation Using Large Scale Folksonomies0
A Repository of Data and Evaluation Resources for Natural Language Generation0
Le Petit Prince in UNL0
Generation of Verbal Stems in Derivationally Rich Language0
An Annotated Corpus of Film Dialogue for Learning and Characterizing Character Style0
LG-Eval: A Toolkit for Creating Online Language Evaluation Experiments0
Evaluation of Classification Algorithms and Features for Collocation Extraction in Croatian0
An implementation of a Latvian resource grammar in Grammatical Framework0
Resource Evaluation for Usable Speech Interfaces: Utilizing Human-Human Dialogue0
Turkish Paraphrase Corpus0
DSim, a Danish Parallel Corpus for Text Simplification0
Portuguese Text Generation from Large Corpora0
The CONCISUS Corpus of Event Summaries0
A Framework for Evaluating Text Correction0
The Rocky Road towards a Swedish FrameNet - Creating SweFN0
DISLOG: A logic-based language for processing discourse structures0
SemScribe: Natural Language Generation for Medical Reports0
Evaluation of Online Dialogue Policy Learning Techniques0
Corpus-based Referring Expressions Generation0
A Repository of Rules and Lexical Resources for Discourse Structure Analysis: the Case of Explanation Structures0
Representation of linguistic and domain knowledge for second language learning in virtual worlds0
Midge: Generating Descriptions of Images0
Natural Language Generation for a Smart Biology Textbook0
Rich Morphology Generation Using Statistical Machine Translation0
Natural Language Generation and Assistive Technologies0
INLG 2012 Proceedings of the Seventh International Natural Language Generation Conference0
Shared Task Proposal: Syntactic Paraphrase Ranking0
Expressive NLG for Next-Generation Learning Environments: Language, Affect, and Narrative0
Generation for Grammar Engineering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified