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 901950 of 5335 papers

TitleStatusHype
Non-Autoregressive Text Generation with Pre-trained Language ModelsCode1
Structural Information Preserving for Graph-to-Text GenerationCode1
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language ModelsCode1
Data-to-text Generation with Macro PlanningCode1
Controlling Hallucinations at Word Level in Data-to-Text GenerationCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
MAUVE: Measuring the Gap Between Neural Text and Human Text using Divergence FrontiersCode1
GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial NetworksCode1
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement LearningCode1
Outline to Story: Fine-grained Controllable Story Generation from Cascaded EventsCode1
Learning to Generate Task-Specific Adapters from Task DescriptionCode1
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving ModelsCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
AraGPT2: Pre-Trained Transformer for Arabic Language GenerationCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Robust Dialogue Utterance Rewriting as Sequence TaggingCode1
WikiTableT: A Large-Scale Data-to-Text Dataset for Generating Wikipedia Article SectionsCode1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
A Distributional Approach to Controlled Text GenerationCode1
RecipeNLG: A Cooking Recipes Dataset for Semi-Structured Text GenerationCode1
Fork or Fail: Cycle-Consistent Training with Many-to-One MappingsCode1
Contrastive Learning with Adversarial Perturbations for Conditional Text GenerationCode1
Towards Neural Programming InterfacesCode1
Fact-Enhanced Synthetic News GenerationCode1
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text GenerationCode1
TaylorGAN: Neighbor-Augmented Policy Update Towards Sample-Efficient Natural Language GenerationCode1
Refining Deep Generative Models via Discriminator Gradient FlowCode1
TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content MatchingCode1
Latent Template Induction with Gumbel-CRFsCode1
TaylorGAN: Neighbor-Augmented Policy Update for Sample-Efficient Natural Language GenerationCode1
GLGE: A New General Language Generation Evaluation BenchmarkCode1
Adapting a Language Model for Controlled Affective Text GenerationCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Data-to-Text Generation with Iterative Text EditingCode1
Generating Radiology Reports via Memory-driven TransformerCode1
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-trainingCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text GenerationCode1
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report GenerationCode1
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational RecommendationCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue ModelingCode1
Understanding Neural Abstractive Summarization Models via UncertaintyCode1
Re-evaluating Evaluation in Text SummarizationCode1
Incorporating BERT into Parallel Sequence Decoding with AdaptersCode1
A BERT-based Distractor Generation Scheme with Multi-tasking and Negative Answer Training StrategiesCode1
Back to the Future: Unsupervised Backprop-based Decoding for Counterfactual and Abductive Commonsense ReasoningCode1
Evaluating Factuality in Generation with Dependency-level EntailmentCode1
On Long-Tailed Phenomena in Neural Machine TranslationCode1
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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