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 701750 of 5335 papers

TitleStatusHype
PLOG: Table-to-Logic Pretraining for Logical Table-to-Text GenerationCode1
BanglaNLG and BanglaT5: Benchmarks and Resources for Evaluating Low-Resource Natural Language Generation in BanglaCode1
TempLM: Distilling Language Models into Template-Based GeneratorsCode1
RankGen: Improving Text Generation with Large Ranking ModelsCode1
Twist Decoding: Diverse Generators Guide Each OtherCode1
ViT5: Pretrained Text-to-Text Transformer for Vietnamese Language GenerationCode1
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEsCode1
AdaVAE: Exploring Adaptive GPT-2s in Variational Auto-Encoders for Language ModelingCode1
Extracting Latent Steering Vectors from Pretrained Language ModelsCode1
UL2: Unifying Language Learning ParadigmsCode1
Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance LearningCode1
DxFormer: A Decoupled Automatic Diagnostic System Based on Decoder-Encoder Transformer with Dense Symptom RepresentationsCode1
Empowering parameter-efficient transfer learning by recognizing the kernel structure in self-attentionCode1
Learning to Transfer Prompts for Text GenerationCode1
GLAT: Glancing at Latent Variables for Parallel Text GenerationCode1
Fine-Grained Controllable Text Generation Using Non-Residual PromptingCode1
Mix and Match: Learning-free Controllable Text Generationusing Energy Language ModelsCode1
NMTScore: A Multilingual Analysis of Translation-based Text Similarity MeasuresCode1
Cross-modal Memory Networks for Radiology Report GenerationCode1
Which Discriminator for Cooperative Text Generation?Code1
GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text GenerationCode1
Leveraging Reaction-aware Substructures for Retrosynthesis AnalysisCode1
Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive LearningCode1
A Generative Language Model for Few-shot Aspect-Based Sentiment AnalysisCode1
A Call for Clarity in Beam Search: How It Works and When It StopsCode1
BioBART: Pretraining and Evaluation of A Biomedical Generative Language ModelCode1
Knowledge Infused DecodingCode1
latent-GLAT: Glancing at Latent Variables for Parallel Text GenerationCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process PriorsCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
Neural Pipeline for Zero-Shot Data-to-Text GenerationCode1
Mix and Match: Learning-free Controllable Text Generation using Energy Language ModelsCode1
Language modeling via stochastic processesCode1
Towards Explainable Evaluation Metrics for Natural Language GenerationCode1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
Dependency-based Mixture Language ModelsCode1
Modeling Intensification for Sign Language Generation: A Computational ApproachCode1
RoMe: A Robust Metric for Evaluating Natural Language GenerationCode1
Do Language Models Plagiarize?Code1
Graph Pre-training for AMR Parsing and GenerationCode1
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument ExtractionCode1
Chart-to-Text: A Large-Scale Benchmark for Chart SummarizationCode1
Exploring and Adapting Chinese GPT to Pinyin Input MethodCode1
Data-to-text Generation with Variational Sequential PlanningCode1
COLD Decoding: Energy-based Constrained Text Generation with Langevin DynamicsCode1
Interpreting Language Models with Contrastive ExplanationsCode1
ZeroGen: Efficient Zero-shot Learning via Dataset GenerationCode1
Personalized Prompt Learning for Explainable RecommendationCode1
A multi-task semi-supervised framework for Text2Graph & Graph2TextCode1
Show:102550
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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