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 9511000 of 5335 papers

TitleStatusHype
A Survey of Knowledge-Enhanced Text GenerationCode1
Dual Inference for Improving Language Understanding and GenerationCode1
If beam search is the answer, what was the question?Code1
Investigating African-American Vernacular English in Transformer-Based Text GenerationCode1
RoFT: A Tool for Evaluating Human Detection of Machine-Generated TextCode1
Plug and Play Autoencoders for Conditional Text GenerationCode1
GRUEN for Evaluating Linguistic Quality of Generated TextCode1
Lifelong Language Knowledge DistillationCode1
Transformer-Based Neural Text Generation with Syntactic GuidanceCode1
KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationCode1
Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement LearningCode1
GenAug: Data Augmentation for Finetuning Text GeneratorsCode1
Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural NetworkCode1
Partially-Aligned Data-to-Text Generation with Distant SupervisionCode1
Injecting Entity Types into Entity-Guided Text GenerationCode1
KG-BART: Knowledge Graph-Augmented BART for Generative Commonsense ReasoningCode1
iNLTK: Natural Language Toolkit for Indic LanguagesCode1
Language Generation with Multi-Hop Reasoning on Commonsense Knowledge GraphCode1
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsCode1
UCD-CS at W-NUT 2020 Shared Task-3: A Text to Text Approach for COVID-19 Event Extraction on Social MediaCode1
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
UNION: An Unreferenced Metric for Evaluating Open-ended Story GenerationCode1
Text Generation by Learning from DemonstrationsCode1
Brain2Word: Decoding Brain Activity for Language GenerationCode1
Modern Methods for Text GenerationCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingCode1
SARG: A Novel Semi Autoregressive Generator for Multi-turn Incomplete Utterance RestorationCode1
TweepFake: about Detecting Deepfake TweetsCode1
Investigating Pretrained Language Models for Graph-to-Text GenerationCode1
Paranoid Transformer: Reading Narrative of Madness as Computational Approach to CreativityCode1
Synthesizing Aspect-Driven Recommendation Explanations from ReviewsCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Learning Sparse Prototypes for Text GenerationCode1
Unsupervised Evaluation of Interactive Dialog with DialoGPTCode1
Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoderCode1
Learning Latent Space Energy-Based Prior ModelCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
Improving GAN Training with Probability Ratio Clipping and Sample ReweightingCode1
CoCon: A Self-Supervised Approach for Controlled Text GenerationCode1
M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-trainingCode1
Cascaded Text Generation with Markov TransformersCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Fluent Response Generation for Conversational Question AnsweringCode1
Text-to-Text Pre-Training for Data-to-Text TasksCode1
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
Schema-Guided Natural Language GenerationCode1
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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