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 3651–3700 of 5335 papers

TitleStatusHype
An Empirical Study of Extrapolation in Text Generation with Scalar Control—0
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing—0
Planning with Learned Entity Prompts for Abstractive Summarization—0
From Solving a Problem Boldly to Cutting the Gordian Knot: Idiomatic Text Generation—0
Detoxifying Language Models Risks Marginalizing Minority VoicesCode0
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation—0
Towards Automated Psychotherapy via Language Modeling—0
Sketch and Customize: A Counterfactual Story GeneratorCode0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification—0
"TL;DR:" Out-of-Context Adversarial Text Summarization and Hashtag Recommendation—0
WakaVT: A Sequential Variational Transformer for Waka Generation—0
Through the Looking Glass: Learning to Attribute Synthetic Text Generated by Language Models—0
Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models—0
Analysis of Uvama Urubugal in Tamil Sangam Literatures—0
Making Use of Latent Space in Language GANs for Generating Diverse Text without Pre-training—0
Towards Hybrid Human-Machine Workflow for Natural Language Generation—0
It’s Commonsense, isn’t it? Demystifying Human Evaluations in Commonsense-Enhanced NLG Systems—0
Modelling Context Emotions using Multi-task Learning for Emotion Controlled Dialog Generation—0
Conversational Agent for Daily Living Assessment Coaching Demo—0
AfriKI: Machine-in-the-Loop Afrikaans Poetry Generation—0
Evaluating the Morphosyntactic Well-formedness of Generated TextsCode0
On Hallucination and Predictive Uncertainty in Conditional Language Generation—0
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers—0
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures—0
SparseGAN: Sparse Generative Adversarial Network for Text Generation—0
Attribute Alignment: Controlling Text Generation from Pre-trained Language ModelsCode0
ENCONTER: Entity Constrained Progressive Sequence Generation via Insertion-based TransformerCode0
A Study of Automatic Metrics for the Evaluation of Natural Language ExplanationsCode0
Knowledge driven Description Synthesis for Floor Plan Interpretation—0
Improving Diversity of Neural Text Generation via Inverse Probability Weighting—0
Simpson's Bias in NLP Training—0
Constrained Text Generation with Global Guidance -- Case Study on CommonGen—0
ENTRUST: Argument Reframing with Language Models and Entailment—0
InFillmore: Frame-Guided Language Generation with Bidirectional Context—0
Topic Modelling Meets Deep Neural Networks: A Survey—0
Towards Conversational Humor Analysis and Design—0
Enhanced Modality Transition for Image Captioning—0
Controllable and Diverse Text Generation in E-commerce—0
Towards Automatic Evaluation of Dialog Systems: A Model-Free Off-Policy Evaluation Approach—0
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View—0
Exploring Transformers in Natural Language Generation: GPT, BERT, and XLNetCode0
Searching for Search Errors in Neural Morphological Inflection—0
Generating Diversified Comments via Reader-Aware Topic Modeling and Saliency Detection—0
InsNet: An Efficient, Flexible, and Performant Insertion-based Text Generation Model—0
Generating Synthetic Text Data to Evaluate Causal Inference Methods—0
A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining—0
Generate and Revise: Reinforcement Learning in Neural Poetry—0
Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning—0
Jointly Improving Language Understanding and Generation with Quality-Weighted Weak Supervision of Automatic Labeling—0
Neural Data-to-Text Generation with LM-based Text Augmentation—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