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 34013450 of 5335 papers

TitleStatusHype
Stage-wise Fine-tuning for Graph-to-Text GenerationCode1
A Study on Summarizing and Evaluating Long Documents0
Doc2Dict: Information Extraction as Text GenerationCode0
EASE: Extractive-Abstractive Summarization with Explanations0
RetGen: A Joint framework for Retrieval and Grounded Text Generation ModelingCode1
R2D2: Relational Text Decoding with Transformers0
Societal Biases in Language Generation: Progress and ChallengesCode1
Knowledge-based Review Generation by Coherence Enhanced Text Planning0
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language TasksCode1
Diversifying Neural Text Generation with Part-of-Speech Guided Softmax and SamplingCode0
Generalising Multilingual Concept-to-Text NLG with Language Agnostic Delexicalisation0
DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-ExpertsCode1
SGG: Learning to Select, Guide, and Generate for Keyphrase GenerationCode0
Translation Quality Assessment: A Brief Survey on Manual and Automatic MethodsCode0
Unsupervised Document Expansion for Information Retrieval with Stochastic Text GenerationCode0
Text-to-Text Multi-view Learning for Passage Re-ranking0
Text Generation with Deep Variational GAN0
What Makes a Message Persuasive? Identifying Adaptations Towards Persuasiveness in Nine Exploratory Case Studies0
Focused Attention Improves Document-Grounded GenerationCode1
Easy and Efficient Transformer : Scalable Inference Solution For large NLP modelCode1
On a Utilitarian Approach to Privacy Preserving Text Generation0
Natural Language Generation Using Link Grammar for General Conversational IntelligenceCode0
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text GenerationCode1
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationCode1
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems0
Learning to Reason for Text Generation from Scientific TablesCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
proScript: Partially Ordered Scripts Generation via Pre-trained Language Models0
ProphetNet-X: Large-Scale Pre-training Models for English, Chinese, Multi-lingual, Dialog, and Code GenerationCode0
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language GenerationCode1
An Empirical Study of Extrapolation in Text Generation with Scalar Control0
Rethinking Automatic Evaluation in Sentence SimplificationCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense ReasoningCode1
Planning with Learned Entity Prompts for Abstractive Summarization0
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing0
Is Everything in Order? A Simple Way to Order SentencesCode1
Detoxifying Language Models Risks Marginalizing Minority VoicesCode0
From Solving a Problem Boldly to Cutting the Gordian Knot: Idiomatic Text Generation0
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation0
FUDGE: Controlled Text Generation With Future DiscriminatorsCode1
StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style TransferCode1
Handwriting TransformersCode1
Towards Automated Psychotherapy via Language Modeling0
Sketch and Customize: A Counterfactual Story GeneratorCode0
Towards Hybrid Human-Machine Workflow for Natural Language Generation0
It’s Commonsense, isn’t it? Demystifying Human Evaluations in Commonsense-Enhanced NLG Systems0
Analysis of Uvama Urubugal in Tamil Sangam Literatures0
Conversational Agent for Daily Living Assessment Coaching Demo0
Through the Looking Glass: Learning to Attribute Synthetic Text Generated by Language Models0
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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 (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)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