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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 4651–4700 of 5335 papers

TitleStatusHype
A Dual Encoder Sequence to Sequence Model for Open-Domain Dialogue ModelingCode0
On modeling vagueness and uncertainty in data-to-text systems through fuzzy sets—0
A Semantic Relevance Based Neural Network for Text Summarization and Text SimplificationCode0
WHY: Natural Explanations from a Robot Navigator—0
Long Text Generation via Adversarial Training with Leaked InformationCode0
Bootstrapping incremental dialogue systems from minimal data: the generalisation power of dialogue grammars—0
Doctoral Advisor or Medical Condition: Towards Entity-specific Rankings of Knowledge Base Properties [Extended Version]—0
Harvesting Creative Templates for Generating Stylistically Varied Restaurant Reviews—0
Using NLU in Context for Question Answering: Improving on Facebook's bAbI Tasks—0
Steering Output Style and Topic in Neural Response GenerationCode0
A Deep Reinforcement Learning Chatbot—0
Proceedings of the Workshop on Computational Creativity in Natural Language Generation (CC-NLG 2017)—0
Translating Dialectal Arabic as Low Resource Language using Word Embedding—0
Same same, but different: Compositionality of paraphrase granularity levelsCode0
A Domain and Language Independent Named Entity Classification Approach Based on Profiles and Local Information—0
Multilingual Ontologies for the Representation and Processing of Folktales—0
Inflection Generation for Spanish Verbs using Supervised Learning—0
Improving the generation of personalised descriptions—0
Talking about the world with a distributed model—0
A working, non-trivial, topically indifferent NLG System for 17 languages—0
Template-Free Construction of Rhyming Poems with Thematic Cohesion—0
Synthetic Literature: Writing Science Fiction in a Co-Creative Process—0
Improving the Naturalness and Expressivity of Language Generation for Spanish—0
Stylistic Variation in Television Dialogue for Natural Language Generation—0
O Poeta Artificial 2.0: Increasing Meaningfulness in a Poetry Generation Twitter bot—0
A Commercial Perspective on Reference—0
Generating titles for millions of browse pages on an e-Commerce site—0
Generating Text with Correct Verb Conjugation: Proposal for a New Automatic Conjugator with NooJ—0
Textually Summarising Incomplete Data—0
Evaluating an Automata Approach to Query Containment—0
Language Generation from DB Query—0
The Code2Text Challenge: Text Generation in Source Libraries—0
Neural Response Generation for Customer Service based on Personality Traits—0
Neural Paraphrase Generation using Transfer Learning—0
A model of suspense for narrative generation—0
PASS: A Dutch data-to-text system for soccer, targeted towards specific audiences—0
Investigating the content and form of referring expressions in Mandarin: introducing the Mtuna corpus—0
Shared Task Proposal: Multilingual Surface Realization Using Universal Dependency Trees—0
A Survey on Intelligent Poetry Generation: Languages, Features, Techniques, Reutilisation and Evaluation—0
Personalized Questions, Answers and Grammars: Aiding the Search for Relevant Web Information—0
Exploring the Behavior of Classic REG Algorithms in the Description of Characters in 3D Images—0
The WebNLG Challenge: Generating Text from RDF Data—0
Using a Graph-based Coherence Model in Document-Level Machine Translation—0
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution—0
Using Electronic Dictionaries and NooJ to Generate Sentences Containing English Phrasal Verbs—0
Data-Driven News Generation for Automated Journalism—0
Using Gaze to Predict Text Readability—0
Using Serious Games to Correct French Dictations: Proposal for a New Unity3D/NooJ Connector—0
Natural Language Descriptions for Human Activities in Video Streams—0
SaToS: Assessing and Summarising Terms of Services from German Webshops—0
Show:102550
← PrevPage 94 of 107Next →
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