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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 5251–5300 of 5335 papers

TitleStatusHype
Generating Non-Projective Word Order in Statistical Linearization—0
Joint Learning of a Dual SMT System for Paraphrase Generation—0
Monolingual Distributional Similarity for Text-to-Text Generation—0
Fully Abstractive Approach to Guided Summarization—0
Aligning Predicates across Monolingual Comparable Texts using Graph-based Clustering—0
Exact Sampling and Decoding in High-Order Hidden Markov Models—0
Collective Generation of Natural Image Descriptions—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
Exploiting naive vs expert discourse annotations: an experiment using lexical cohesion to predict Elaboration / Entity-Elaboration confusions—0
Optimising Incremental Dialogue Decisions Using Information Density for Interactive Systems—0
Probabilistic Dialogue Models with Prior Domain Knowledge—0
Unsupervised Concept-to-text Generation with Hypergraphs—0
Synth\`ese de texte avec le logiciel Syntox (Automated generation of text with Syntox) [in French]—0
Unsupervised Content Discovery from Concise Summaries—0
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
NOMIT: Automatic Titling by Nominalizing—0
Generating Situated Assisting Utterances to Facilitate Tactile-Map Understanding: A Prototype System—0
On The Feasibility of Open Domain Referring Expression Generation Using Large Scale Folksonomies—0
Offline Sentence Processing Measures for testing Readability with Users—0
Comparing HMMs and Bayesian Networks for Surface Realisation—0
On-Demand Distributional Semantic Distance and Paraphrasing—0
Detection and Correction of Preposition and Determiner Errors in English: HOO 2012—0
Midge: Generating Descriptions of Images—0
DISLOG: A logic-based language for processing discourse structures—0
A Framework for Evaluating Text Correction—0
Optimising Incremental Generation for Spoken Dialogue Systems: Reducing the Need for Fillers—0
On generating coherent multilingual descriptions of museum objects from Semantic Web ontologies—0
Corpus-based Referring Expressions Generation—0
Turkish Paraphrase Corpus—0
Preface to Papers for GenChal—0
Extractive email thread summarization: Can we do better than He Said She Said?—0
Expressive NLG for Next-Generation Learning Environments: Language, Affect, and Narrative—0
Shared Task Proposal: Syntactic Paraphrase Ranking—0
Learning Preferences for Referring Expression Generation: Effects of Domain, Language and Algorithm—0
Referring in Installments: A Corpus Study of Spoken Object References in an Interactive Virtual Environment—0
An Annotated Corpus of Film Dialogue for Learning and Characterizing Character Style—0
Reformulating student contributions in tutorial dialogue—0
Towards a Surface Realization-Oriented Corpus Annotation—0
Natural Language Generation for a Smart Biology Textbook—0
Representation of linguistic and domain knowledge for second language learning in virtual worlds—0
SemScribe: Natural Language Generation for Medical Reports—0
INLG 2012 Proceedings of the Seventh International Natural Language Generation Conference—0
An implementation of a Latvian resource grammar in Grammatical Framework—0
Portuguese Text Generation from Large Corpora—0
Interactive Natural Language Query Construction for Report Generation—0
Resource Evaluation for Usable Speech Interfaces: Utilizing Human-Human Dialogue—0
Sign Language Generation with Expert Systems and CCG—0
Natural Language Generation and Assistive Technologies—0
Generation of Verbal Stems in Derivationally Rich Language—0
DSim, a Danish Parallel Corpus for Text Simplification—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