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 3851–3900 of 5335 papers

TitleStatusHype
Transparency in Language Generation: Levels of Automation—0
A Probabilistic Model with Commonsense Constraints for Pattern-based Temporal Fact Extraction—0
On the Effectiveness of Neural Text Generation based Data Augmentation for Recognition of Morphologically Rich Speech—0
ColdGANs: Taming Language GANs with Cautious Sampling Strategies—0
Human or Machine: Automating Human Likeliness Evaluation of NLG Texts—0
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-trainingCode1
Some Theoretical Insights into Wasserstein GANs—0
Graph-Stega: Semantic Controllable Steganographic Text Generation Guided by Knowledge Graph—0
Informativity in Image Captions vs. Referring Expressions—0
Improving Disentangled Text Representation Learning with Information-Theoretic Guidance—0
Cascaded Text Generation with Markov TransformersCode1
Design and Implementation of a Virtual 3D Educational Environment to improve Deaf Education—0
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
GoChat: Goal-oriented Chatbots with Hierarchical Reinforcement Learning—0
When does MAML Work the Best? An Empirical Study on Model-Agnostic Meta-Learning in NLP Applications—0
Retrieval-Augmented Generation for Knowledge-Intensive NLP TasksCode4
Givenness Hierarchy Theoretic Cognitive Status Filtering—0
Investigating Label Bias in Beam Search for Open-ended Text Generation—0
Towards Finite-State Morphology of Kurdish—0
Text-to-Text Pre-Training for Data-to-Text TasksCode1
Fluent Response Generation for Conversational Question AnsweringCode1
Artificial Intelligence versus Maya Angelou: Experimental evidence that people cannot differentiate AI-generated from human-written poetryCode0
Syntax-guided Controlled Generation of ParaphrasesCode1
GPT-too: A language-model-first approach for AMR-to-text generationCode1
MixingBoard: a Knowledgeable Stylized Integrated Text Generation PlatformCode1
Rethinking and Improving Natural Language Generation with Layer-Wise Multi-View Decoding—0
A Text Reassembling Approach to Natural Language Generation—0
Schema-Guided Natural Language GenerationCode1
Reinforced Rewards Framework for Text Style Transfer—0
Posterior Control of Blackbox GenerationCode1
Generating Pertinent and Diversified Comments with Topic-aware Pointer-Generator Networks—0
Learning Implicit Text Generation via Feature Matching—0
Token Manipulation Generative Adversarial Network for Text GenerationCode0
Building A User-Centric and Content-Driven Socialbot—0
Shape of synth to come: Why we should use synthetic data for English surface realizationCode0
Smart To-Do : Automatic Generation of To-Do Items from Emails—0
Russian Natural Language Generation: Creation of a Language Modelling Dataset and Evaluation with Modern Neural ArchitecturesCode0
Exploring Controllable Text Generation Techniques—0
Improving Adversarial Text Generation by Modeling the Distant Future—0
Reward Constrained Interactive Recommendation with Natural Language Feedback—0
Distributional Discrepancy: A Metric for Unconditional Text GenerationCode0
Simplifying Paragraph-level Question Generation via Transformer Language ModelsCode2
Neural Data-to-Text Generation via Jointly Learning the Segmentation and Correspondence—0
Towards Faithful Neural Table-to-Text Generation with Content-Matching Constraints—0
Synthesizer: Rethinking Self-Attention in Transformer ModelsCode1
On Faithfulness and Factuality in Abstractive SummarizationCode1
Generalized Entropy Regularization or: There's Nothing Special about Label Smoothing—0
Improving Neural Language Generation with Spectrum Control—0
Data-dependent Gaussian Prior Objective for Language Generation—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