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 43014350 of 5335 papers

TitleStatusHype
Towards Knowledge-Based Personalized Product Description Generation in E-commerceCode0
Structural Neural Encoders for AMR-to-text GenerationCode0
Improve Diverse Text Generation by Self Labeling Conditional Variational Auto Encoder0
Pre-trained Language Model Representations for Language Generation0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering0
compare-mt: A Tool for Holistic Comparison of Language Generation SystemsCode0
Topic-Guided Variational Autoencoders for Text Generation0
Predicting Research Trends From ArxivCode0
Implicit Kernel Learning0
Context Vectors are Reflections of Word Vectors in Half the Dimensions0
EAT: a simple and versatile semantic representation format for multi-purpose NLP0
Pretraining-Based Natural Language Generation for Text SummarizationCode0
What makes a good conversation? How controllable attributes affect human judgmentsCode1
Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities0
Mixture Models for Diverse Machine Translation: Tricks of the Trade0
A novel repetition normalized adversarial reward for headline generation0
Data augmentation for low resource sentiment analysis using generative adversarial networks0
Language Models are Unsupervised Multitask LearnersCode1
Machine Reading Comprehension for Answer Re-Ranking in Customer Support Chatbots0
Non-Monotonic Sequential Text GenerationCode0
Strategies for Structuring Story Generation0
Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models0
End-to-End Knowledge-Routed Relational Dialogue System for Automatic DiagnosisCode0
Data-to-Text Generation with Style ImitationCode0
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge0
Error-Correcting Neural Sequence Prediction0
Lagging Inference Networks and Posterior Collapse in Variational AutoencodersCode0
Image Based Review Text Generation with Emotional Guidance0
Multi-style Generative Reading Comprehension0
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review GenerationCode0
Text InfillingCode0
The role of grammar in transition-probabilities of subsequent words in English text0
Adversarial Attack and Defense on Graph Data: A SurveyCode0
Variational Cross-domain Natural Language Generation for Spoken Dialogue SystemsCode0
Conditional Variational Autoencoder for Neural Machine Translation0
Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous OutputsCode0
Book Review: Automatic Text Simplification by Horacio Saggion0
Towards Text Generation with Adversarially Learned Neural Outlines0
Towards Task Understanding in Visual Settings0
Generative Adversarial Network Training is a Continual Learning Problem0
CGMH: Constrained Sentence Generation by Metropolis-Hastings SamplingCode0
Extractive Summary as Discrete Latent Variables0
Adversarially-Trained Normalized Noisy-Feature Auto-Encoder for Text Generation0
Dual Latent Variable Model for Low-Resource Natural Language Generation in Dialogue Systems0
The RLLChatbot: a solution to the ConvAI challengeCode0
Language GANs Falling ShortCode0
Char2char Generation with Reranking for the E2E NLG Challenge0
Content preserving text generation with attribute controlsCode0
Proceedings of the 3rd Workshop on Computational Creativity in Natural Language Generation (CC-NLG 2018)0
Textual Entailment based Question Generation0
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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