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

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Showing 5051–5100 of 5335 papers

TitleStatusHype
Stochastic Language Generation in Dialogue using Factored Language Models—0
Linguistic Descriptions for Automatic Generation of Textual Short-Term Weather Forecasts on Real Prediction Data—0
Show and Tell: A Neural Image Caption GeneratorCode1
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions—0
Exploration of the Impact of Maximum Entropy in Recurrent Neural Network Language Models for Code-Switching Speech—0
Syntactic SMT Using a Discriminative Text Generation Model—0
Unsupervised Sentence Enhancement for Automatic Summarization—0
Using graph transformation algorithms to generate natural language equivalents of icons expressing medical concepts—0
A Dependency Edge-based Transfer Model for Statistical Machine Translation—0
Learning when to point: A data-driven approach—0
The Last 10 Metres: Using Visual Analysis and Verbal Communication in Guiding Visually Impaired Smartphone Users to Entrances—0
Towards Succinct and Relevant Image Descriptions—0
Modelling the Semantics of Adjectives in the Ontology-Lexicon Interface—0
A Two-Stage Approach for Computing Associative Responses to a Set of Stimulus Words—0
See No Evil, Say No Evil: Description Generation from Densely Labeled Images—0
How the Voynich Manuscript was created—0
Understanding Zipf's law of word frequencies through sample-space collapse in sentence formation—0
Automatic Detection of Document Organizational Structure from Visual and Lexical Markers (D\'etection automatique de la structure organisationnelle de documents \`a partir de marqueurs visuels et lexicaux) [in French]—0
Text Generation: Reexamining G-TAG with Abstract Categorial Grammars (G\'en\'eration de textes : G-TAG revisit\'e avec les Grammaires Cat\'egorielles Abstraites) [in French]—0
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations—0
Controlled Natural Language Generation from a Multilingual FrameNet-based Grammar—0
Explaining Violation Traces with Finite State Natural Language Generation Models—0
Synthetic Data and Artificial Neural Networks for Natural Scene Text RecognitionCode1
Toward verbalizing ontologies in isiZulu—0
A Case Study: NLG meeting Weather Industry Demand for Quality and Quantity of Textual Weather Forecasts—0
A Template-based Abstractive Meeting Summarization: Leveraging Summary and Source Text Relationships—0
Text simplification using synchronous dependency grammars: Generalising automatically harvested rules—0
Experimental Design to Improve Topic Analysis Based Summarization—0
Alex: Bootstrapping a Spoken Dialogue System for a New Domain by Real Users—0
Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure—0
A language-independent method for the extraction of RDF verbalization templates—0
Two-Stage Stochastic Email Synthesizer—0
TBI-Doc: Generating Patient \& Clinician Reports from Brain Imaging Data—0
Determining Content for Unknown Users: Lessons from the MinkApp Case Study—0
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews—0
Modeling Blame to Avoid Positive Face Threats in Natural Language Generation—0
An ACG Analysis of the G-TAG Generation Process—0
Generating Valence Shifted Turkish Sentences—0
Towards a Description of Symbolic Maps—0
Generating Summaries of Line Graphs—0
PatientNarr: Towards generating patient-centric summaries of hospital stays—0
Adapting Graph Summaries to the Users' Reading Levels—0
Adapting SimpleNLG for Brazilian Portuguese realisation—0
A Framework for Health Behavior Change using Companionable Robots—0
Crowdsourcing Language Generation Templates for Dialogue Systems—0
Proceedings of the 8th International Natural Language Generation Conference (INLG)—0
Proceedings of the INLG and SIGDIAL 2014 Joint Session—0
Towards Surface Realization with CCGs Induced from Dependencies—0
Multi-adaptive Natural Language Generation using Principal Component Regression—0
Using Conceptual Spaces to Model Domain Knowledge in Data-to-Text Systems—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified