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 9511000 of 5335 papers

TitleStatusHype
Direct speech-to-speech translation with discrete unitsCode1
Closing the Curious Case of Neural Text DegenerationCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
Rethinking How to Evaluate Language Model JailbreakCode1
Diffusion Models for Non-autoregressive Text Generation: A SurveyCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
TaylorGAN: Neighbor-Augmented Policy Update Towards Sample-Efficient Natural Language GenerationCode1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
TEncDM: Understanding the Properties of the Diffusion Model in the Space of Language Model EncodingsCode1
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
Diffusion Guided Language ModelingCode1
Differentiable Tree Operations Promote Compositional GeneralizationCode1
CodeExp: Explanatory Code Document GenerationCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Differentially Private Fine-tuning of Language ModelsCode1
Commonsense-Focused Dialogues for Response Generation: An Empirical StudyCode1
Text-to-Text Pre-Training for Data-to-Text TasksCode1
Dependency-based Mixture Language ModelsCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationCode1
Cognitive Mirage: A Review of Hallucinations in Large Language ModelsCode1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
A Survey of Knowledge-Enhanced Text GenerationCode1
Data-to-Text Generation with Iterative Text EditingCode1
Data-to-Text Bilingual GenerationCode1
This is not correct! Negation-aware Evaluation of Language Generation SystemsCode1
TIGERScore: Towards Building Explainable Metric for All Text Generation TasksCode1
TILGAN: Transformer-based Implicit Latent GAN for Diverse and Coherent Text GenerationCode1
Data-to-text Generation with Macro PlanningCode1
Aligning Language Models with Human Preferences via a Bayesian ApproachCode1
COLD Decoding: Energy-based Constrained Text Generation with Langevin DynamicsCode1
Adaptive Markup Language Generation for Contextually-Grounded Visual Document UnderstandingCode1
A Survey of RWKVCode1
Topical Language Generation using TransformersCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
ToTTo: A Controlled Table-To-Text Generation DatasetCode1
A Temporal Variational Model for Story GenerationCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language ModelsCode1
COLLIE: Systematic Construction of Constrained Text Generation TasksCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Towards Robust and Parameter-Efficient Knowledge Unlearning for LLMsCode1
Summarizing Multiple Documents with Conversational Structure for Meta-Review GenerationCode1
Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt LearningCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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