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
Integrated sentence generation using charts0
Data Augmentation for Visual Question Answering0
Toward an NLG System for Bantu languages: first steps with Runyankore (demo)0
Generating Answering Patterns from Factoid Arabic Questions0
G-TUNA: a corpus of referring expressions in German, including duration information0
Adapting SimpleNLG to Spanish0
Towards Automatic Generation of Product Reviews from Aspect-Sentiment Scores0
Proceedings of the 10th International Conference on Natural Language Generation0
Constructing narrative using a generative model and continuous action policies0
Proceedings of the Linguistic Resources for Automatic Natural Language Generation - LiRA@NLG0
Content Selection for Real-time Sports News Construction from Commentary Texts0
A demo of FORGe: the Pompeu Fabra Open Rule-based Generator0
Lexicon for Natural Language Generation in Spanish Adapted to Alternative and Augmentative Communication0
Referring Expression Generation under Uncertainty: Algorithm and Evaluation Framework0
Refer-iTTS: A System for Referring in Spoken Installments to Objects in Real-World Images0
Evaluation of a Runyankore grammar engine for healthcare messages0
Referential Success of Set Referring Expressions with Fuzzy Properties0
Correcting prepositional phrase attachments using multimodal corpora0
Linguistic Description of Complex Phenomena with the rLDCP R Package0
Linguistic realisation as machine translation: Comparing different MT models for AMR-to-text generation0
Realization of long sentences using chunking0
Co-PoeTryMe: a Co-Creative Interface for the Composition of Poetry0
Finding the ``right'' answers for customers0
An Essay on Self-explanatory Computational Intelligence: A Linguistic Model of Data Processing Systems0
From FOAF to English: Linguistic Contribution to Web Semantics0
Formalization of Speech Verbs with NooJ for Machine Translation: the French Verb accuser0
Multi-task Attention-based Neural Networks for Implicit Discourse Relationship Representation and Identification0
Story Comprehension for Predicting What Happens Next0
Neural Net Models of Open-domain Discourse Coherence0
Getting the Most out of AMR Parsing0
Towards Debate Automation: a Recurrent Model for Predicting Debate Winners0
Controlling Human Perception of Basic User Traits0
Classification of telicity using cross-linguistic annotation projectionCode0
Incorporating Global Visual Features into Attention-based Neural Machine Translation.0
Order-Planning Neural Text Generation From Structured DataCode0
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
A surprisingly effective out-of-the-box char2char model on the E2E NLG Challenge datasetCode0
Improving Shared Argument Identification in Japanese Event Knowledge Acquisition0
Personality Driven Differences in Paraphrase Preference0
Sheffield at SemEval-2017 Task 9: Transition-based language generation from AMR.0
RIGOTRIO at SemEval-2017 Task 9: Combining Machine Learning and Grammar Engineering for AMR Parsing and Generation0
Deep Learning Models For Multiword Expression Identification0
The Code2Text Challenge: Text Generation in Source Code LibrariesCode0
Challenges in Data-to-Document GenerationCode0
Story Generation from Sequence of Independent Short Descriptions0
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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