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 40014050 of 5335 papers

TitleStatusHype
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
Bringing Stories Alive: Generating Interactive Fiction WorldsCode1
ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationCode1
Exploration Based Language Learning for Text-Based Games0
Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data AugmentationCode0
Graph Constrained Reinforcement Learning for Natural Language Action SpacesCode1
Reducing Non-Normative Text Generation from Language Models0
Normalization of Input-output Shared Embeddings in Text Generation Models0
Generación automática de frases literarias en español0
Multimodal Story Generation on Plural Images0
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Stochastic Natural Language Generation Using Dependency Information0
Revisiting Challenges in Data-to-Text Generation with Fact GroundingCode1
PatentTransformer-2: Controlling Patent Text Generation by Structural Metadata0
Paraphrase Generation with Latent Bag of WordsCode1
Dispersed EM-VAEs for Interpretable Text Generation0
AMR-To-Text Generation with Graph Transformer0
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
Recurrent Hierarchical Topic-Guided RNN for Language GenerationCode0
A Hierarchical Model for Data-to-Text GenerationCode0
MALA: Cross-Domain Dialogue Generation with Action Learning0
Meshed-Memory Transformer for Image CaptioningCode0
Personalized Patent Claim Generation and Measurement0
Plug and Play Language Models: A Simple Approach to Controlled Text GenerationCode2
AMR-to-Text Generation with Cache Transition Systems0
Neural Academic Paper GenerationCode0
Text-Based Interactive Recommendation via Constraint-Augmented Reinforcement Learning0
Tag Recommendation by Word-Level Tag Sequence Modeling0
Natural Language Generation Using Reinforcement Learning with External RewardsCode0
Emotional Neural Language Generation Grounded in Situational ContextsCode0
Non-autoregressive Transformer by Position Learning0
Improving N-gram Language Models with Pre-trained Deep Transformer0
Automatically Neutralizing Subjective Bias in TextCode0
Paraphrasing with Large Language Models0
Automatically Generating Macro Research Reports from a Piece of News0
Natural Language Generation Challenges for Explainable AI0
A Multi-language Platform for Generating Algebraic Mathematical Word Problems0
Graph Transformer for Graph-to-Sequence LearningCode0
Improved Document Modelling with a Neural Discourse ParserCode0
CatGAN: Category-aware Generative Adversarial Networks with Hierarchical Evolutionary Learning for Category Text GenerationCode0
Unsupervised Pre-training for Natural Language Generation: A Literature Review0
Semantic Noise Matters for Neural Natural Language GenerationCode0
Stylized Text Generation Using Wasserstein Autoencoders with a Mixture of Gaussian Prior0
Can Neural Image Captioning be Controlled via Forced Attention?0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
Pre-train and Plug-in: Flexible Conditional Text Generation with Variational Auto-EncodersCode0
Distilling Knowledge Learned in BERT for Text GenerationCode0
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningCode0
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Table-to-Text Natural Language Generation with Unseen Schemas0
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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