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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 4051–4100 of 5335 papers

TitleStatusHype
Generación automática de frases literarias en español—0
Multimodal Story Generation on Plural Images—0
Stochastic Natural Language Generation Using Dependency Information—0
PatentTransformer-2: Controlling Patent Text Generation by Structural Metadata—0
AMR-To-Text Generation with Graph Transformer—0
Dispersed EM-VAEs for Interpretable Text Generation—0
Recurrent Hierarchical Topic-Guided RNN for Language GenerationCode0
A Hierarchical Model for Data-to-Text GenerationCode0
MALA: Cross-Domain Dialogue Generation with Action Learning—0
Meshed-Memory Transformer for Image CaptioningCode0
Personalized Patent Claim Generation and Measurement—0
AMR-to-Text Generation with Cache Transition Systems—0
Neural Academic Paper GenerationCode0
Text-Based Interactive Recommendation via Constraint-Augmented Reinforcement Learning—0
Tag Recommendation by Word-Level Tag Sequence Modeling—0
Natural Language Generation Using Reinforcement Learning with External RewardsCode0
Emotional Neural Language Generation Grounded in Situational ContextsCode0
Non-autoregressive Transformer by Position Learning—0
Improving N-gram Language Models with Pre-trained Deep Transformer—0
Automatically Neutralizing Subjective Bias in TextCode0
Paraphrasing with Large Language Models—0
Automatically Generating Macro Research Reports from a Piece of News—0
Natural Language Generation Challenges for Explainable AI—0
A Multi-language Platform for Generating Algebraic Mathematical Word Problems—0
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 Review—0
Pre-train and Plug-in: Flexible Conditional Text Generation with Variational Auto-EncodersCode0
Can Neural Image Captioning be Controlled via Forced Attention?—0
Semantic Noise Matters for Neural Natural Language GenerationCode0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
Stylized Text Generation Using Wasserstein Autoencoders with a Mixture of Gaussian Prior—0
Distilling Knowledge Learned in BERT for Text GenerationCode0
Table-to-Text Natural Language Generation with Unseen Schemas—0
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningCode0
A Good Sample is Hard to Find: Noise Injection Sampling and Self-Training for Neural Language Generation ModelsCode0
Resurrecting Submodularity for Neural Text Generation—0
Ask to Learn: A Study on Curiosity-driven Question Generation—0
Not Enough Data? Deep Learning to the Rescue!—0
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation—0
Low-Level Linguistic Controls for Style Transfer and Content PreservationCode0
REMI: Mining Intuitive Referring Expressions on Knowledge Bases—0
A Holistic Natural Language Generation Framework for the Semantic Web—0
A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features—0
On the Unintended Social Bias of Training Language Generation Models with Data from Local Media—0
Weird Inflects but OK: Making Sense of Morphological Generation Errors—0
Improving Language Generation from Feature-Rich Tree-Structured Data with Relational Graph Convolutional Encoders—0
GEM: Generative Enhanced Model for adversarial attacks—0
Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (sample)BLEU-134.4—Unverified
2Beam search + A*esque (beam)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified