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 47014750 of 5335 papers

TitleStatusHype
The WebNLG Challenge: Generating Text from RDF Data0
Integrated sentence generation using charts0
An Essay on Self-explanatory Computational Intelligence: A Linguistic Model of Data Processing Systems0
Inflection Generation for Spanish Verbs using Supervised Learning0
Toward an NLG System for Bantu languages: first steps with Runyankore (demo)0
Getting the Most out of AMR Parsing0
Towards Automatic Generation of Product Reviews from Aspect-Sentiment Scores0
Incorporating Global Visual Features into Attention-based Neural Machine Translation.0
Referring Expression Generation under Uncertainty: Algorithm and Evaluation Framework0
Towards Debate Automation: a Recurrent Model for Predicting Debate Winners0
Shared Task Proposal: Multilingual Surface Realization Using Universal Dependency Trees0
Refer-iTTS: A System for Referring in Spoken Installments to Objects in Real-World Images0
Improving the Naturalness and Expressivity of Language Generation for Spanish0
Referential Success of Set Referring Expressions with Fuzzy Properties0
Exploring the Behavior of Classic REG Algorithms in the Description of Characters in 3D Images0
Improving the generation of personalised descriptions0
Adapting SimpleNLG to Spanish0
Personalized Questions, Answers and Grammars: Aiding the Search for Relevant Web Information0
Realization of long sentences using chunking0
Neural Net Models of Open-domain Discourse Coherence0
Generating Answering Patterns from Factoid Arabic Questions0
A model of suspense for narrative generation0
Neural Paraphrase Generation using Transfer Learning0
Neural Response Generation for Customer Service based on Personality Traits0
Translating Dialectal Arabic as Low Resource Language using Word Embedding0
A demo of FORGe: the Pompeu Fabra Open Rule-based Generator0
A working, non-trivial, topically indifferent NLG System for 17 languages0
Correcting prepositional phrase attachments using multimodal corpora0
Co-PoeTryMe: a Co-Creative Interface for the Composition of Poetry0
Using Serious Games to Correct French Dictations: Proposal for a New Unity3D/NooJ Connector0
Finding the ``right'' answers for customers0
Controlling Human Perception of Basic User Traits0
Order-Planning Neural Text Generation From Structured DataCode0
Classification of telicity using cross-linguistic annotation projectionCode0
Using Gaze to Predict Text Readability0
A Survey on Intelligent Poetry Generation: Languages, Features, Techniques, Reutilisation and Evaluation0
Using Electronic Dictionaries and NooJ to Generate Sentences Containing English Phrasal Verbs0
Using a Graph-based Coherence Model in Document-Level Machine Translation0
Proceedings of the Workshop on Computational Creativity in Natural Language Generation (CC-NLG 2017)0
Proceedings of the Linguistic Resources for Automatic Natural Language Generation - LiRA@NLG0
Formalization of Speech Verbs with NooJ for Machine Translation: the French Verb accuser0
From FOAF to English: Linguistic Contribution to Web Semantics0
Automating Direct Speech Variations in Stories and Games0
Generating Sentence Planning Variations for Story Telling0
Generating Different Story Tellings from Semantic Representations of Narrative0
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution0
Natural Language Processing: State of The Art, Current Trends and ChallengesCode0
Referenceless Quality Estimation for Natural Language GenerationCode0
Sheffield at SemEval-2017 Task 9: Transition-based language generation from AMR.0
Personality Driven Differences in Paraphrase Preference0
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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