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 801850 of 5335 papers

TitleStatusHype
Topic-Aware Contrastive Learning for Abstractive Dialogue SummarizationCode1
Sequence Level Contrastive Learning for Text SummarizationCode1
IndicBART: A Pre-trained Model for Indic Natural Language GenerationCode1
Vision Guided Generative Pre-trained Language Models for Multimodal Abstractive SummarizationCode1
Transformer Models for Text Coherence AssessmentCode1
Biomedical Data-to-Text Generation via Fine-Tuning TransformersCode1
WebQA: Multihop and Multimodal QACode1
AraT5: Text-to-Text Transformers for Arabic Language GenerationCode1
Task-Oriented Dialogue System as Natural Language GenerationCode1
Plan-then-Generate: Controlled Data-to-Text Generation via PlanningCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language ModelsCode1
Few-Shot Table-to-Text Generation with Prototype MemoryCode1
Automatic Text Evaluation through the Lens of Wasserstein BarycentersCode1
Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive ContextsCode1
Latent Space Energy-Based Model of Symbol-Vector Coupling for Text Generation and ClassificationCode1
StackMix and Blot Augmentations for Handwritten Text RecognitionCode1
Semantic-Based Self-Critical Training For Question GenerationCode1
FFA-IR: Towards an Explainable and Reliable Medical Report Generation BenchmarkCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
Controlled Text Generation as Continuous Optimization with Multiple ConstraintsCode1
Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space TranslationCode1
Logic-Consistency Text Generation from Semantic ParsesCode1
Continuous Language Generative FlowCode1
Towards Generative Aspect-Based Sentiment AnalysisCode1
TILGAN: Transformer-based Implicit Latent GAN for Diverse and Coherent Text GenerationCode1
Improving Encoder by Auxiliary Supervision Tasks for Table-to-Text GenerationCode1
Towards Table-to-Text Generation with Numerical ReasoningCode1
Mention Flags (MF): Constraining Transformer-based Text GeneratorsCode1
Tailor: Generating and Perturbing Text with Semantic ControlsCode1
FairyTailor: A Multimodal Generative Framework for StorytellingCode1
Direct speech-to-speech translation with discrete unitsCode1
RATCHET: Medical Transformer for Chest X-ray Diagnosis and ReportingCode1
UMIC: An Unreferenced Metric for Image Captioning via Contrastive LearningCode1
Towards Automatic Speech to Sign Language GenerationCode1
Towards Understanding and Mitigating Social Biases in Language ModelsCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
BARTScore: Evaluating Generated Text as Text GenerationCode1
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
Efficient (Soft) Q-Learning for Text Generation with Limited Good DataCode1
Straight to the Gradient: Learning to Use Novel Tokens for Neural Text GenerationCode1
Local Explanation of Dialogue Response GenerationCode1
AUGNLG: Few-shot Natural Language Generation using Self-trained Data AugmentationCode1
FastSeq: Make Sequence Generation FasterCode1
BERTGEN: Multi-task Generation through BERTCode1
Neural semi-Markov CRF for Monolingual Word AlignmentCode1
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
Generate, Prune, Select: A Pipeline for Counterspeech Generation against Online Hate SpeechCode1
SimCLS: A Simple Framework for Contrastive Learning of Abstractive SummarizationCode1
Defending Against Backdoor Attacks in 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 (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