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 851900 of 5335 papers

TitleStatusHype
SimCLS: A Simple Framework for Contrastive Learning of Abstractive SummarizationCode1
HONEST: Measuring Hurtful Sentence Completion in Language ModelsCode1
Personalized Response Generation via Generative Split Memory NetworkCode1
Implicit Representations of Meaning in Neural Language ModelsCode1
OTTers: One-turn Topic Transitions for Open-Domain DialogueCode1
SciFive: a text-to-text transformer model for biomedical literatureCode1
Personalized Transformer for Explainable RecommendationCode1
Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-TrainingCode1
Retrieval Enhanced Model for Commonsense GenerationCode1
SmartPatch: Improving Handwritten Word Imitation with Patch DiscriminatorsCode1
Long Text Generation by Modeling Sentence-Level and Discourse-Level CoherenceCode1
OpenMEVA: A Benchmark for Evaluating Open-ended Story Generation MetricsCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex PipelineCode1
Stage-wise Fine-tuning for Graph-to-Text GenerationCode1
RetGen: A Joint framework for Retrieval and Grounded Text Generation ModelingCode1
Societal Biases in Language Generation: Progress and ChallengesCode1
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language TasksCode1
DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-ExpertsCode1
Focused Attention Improves Document-Grounded GenerationCode1
Easy and Efficient Transformer : Scalable Inference Solution For large NLP modelCode1
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
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language GenerationCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
Learning to Reason for Text Generation from Scientific TablesCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense ReasoningCode1
Rethinking Automatic Evaluation in Sentence SimplificationCode1
Is Everything in Order? A Simple Way to Order SentencesCode1
FUDGE: Controlled Text Generation With Future DiscriminatorsCode1
StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style TransferCode1
Handwriting TransformersCode1
FeTaQA: Free-form Table Question AnsweringCode1
Changing the Mind of Transformers for Topically-Controllable Language GenerationCode1
Finetuning Pretrained Transformers into RNNsCode1
Plug-and-Blend: A Framework for Controllable Story Generation with Blended Control CodesCode1
Non-Autoregressive Translation by Learning Target Categorical CodesCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
Model Extraction and Adversarial Transferability, Your BERT is Vulnerable!Code1
Structural Adapters in Pretrained Language Models for AMR-to-text GenerationCode1
Get Your Vitamin C! Robust Fact Verification with Contrastive EvidenceCode1
Membership Inference Attacks on Machine Learning: A SurveyCode1
Topical Language Generation using TransformersCode1
Unified Pre-training for Program Understanding and GenerationCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
Hurdles to Progress in Long-form Question AnsweringCode1
Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little DataCode1
Exploring Supervised and Unsupervised Rewards in Machine TranslationCode1
Progressive Transformer-Based Generation of Radiology ReportsCode1
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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