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 46014650 of 5335 papers

TitleStatusHype
Toward Diverse Text Generation with Inverse Reinforcement LearningCode1
TNT-NLG, System 1: Using a statistical NLG to massively augment crowd-sourced data for neural generation0
Sounding Board: A User-Centric and Content-Driven Social Chatbot0
Unsupervised Discrete Sentence Representation Learning for Interpretable Neural Dialog GenerationCode0
Eval all, trust a few, do wrong to none: Comparing sentence generation models0
Unsupervised Natural Language Generation with Denoising AutoencodersCode0
Bootstrapping Generators from Noisy DataCode0
SHAPED: Shared-Private Encoder-Decoder for Text Style Adaptation0
Natural Language Statistical Features of LSTM-generated Texts0
Language Modeling with Generative AdversarialNetworks0
Graph2Seq: Graph to Sequence Learning with Attention-based Neural NetworksCode0
Neural Text Generation: Past, Present and Beyond0
RankME: Reliable Human Ratings for Natural Language GenerationCode0
Attention Regularized Sequence-to-Sequence Learning for E2E NLG Challenge0
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact DescriptionsCode0
First Order Generative Adversarial NetworksCode0
Semi-Amortized Variational AutoencodersCode0
Texygen: A Benchmarking Platform for Text Generation ModelsCode1
Byte-Level Recursive Convolutional Auto-Encoder for TextCode0
DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified TextCode0
MaskGAN: Better Text Generation via Filling in the______0
A Deep Reinforcement Learning Chatbot (Short Version)0
Probabilistic Verb Selection for Data-to-Text Generation0
What is image captioning made of?Code0
Toward learning better metrics for sequence generation training with policy gradient0
MaskGAN: Better Text Generation via Filling in the _______0
Boundary Seeking GANs0
Development of an Open Source Natural Language Generation Tool for FinnishCode0
Language Modeling for Morphologically Rich Languages: Character-Aware Modeling for Word-Level Prediction0
Source-side Prediction for Neural Headline Generation0
Technical Report for E2E NLG Challenge0
Hierarchical Text Generation and Planning for Strategic DialogueCode0
Text Generation Based on Generative Adversarial Nets with Latent VariableCode0
Table-to-text Generation by Structure-aware Seq2seq LearningCode0
Neural Text Generation: A Practical Guide0
Convolutional Image CaptioningCode1
Grounded Objects and Interactions for Video Captioning0
Sobolev GANCode0
Unified Pragmatic Models for Generating and Following InstructionsCode0
Extracting a Lexicon of Discourse Connectives in Czech from an Annotated Corpus0
A Parallel Recurrent Neural Network for Language Modeling with POS Tags0
Towards Abstractive Multi-Document Summarization Using Submodular Function-Based Framework, Sentence Compression and Merging0
Semantic Features Based on Word Alignments for Estimating Quality of Text Simplification0
WiseReporter: A Korean Report Generation System0
Supervised Attention for Sequence-to-Sequence Constituency Parsing0
Enabling Transitivity for Lexical Inference on Chinese Verbs Using Probabilistic Soft Logic0
Information Bottleneck Inspired Method For Chat Text Segmentation0
Procedural Text Generation from an Execution Video0
Open-Domain Neural Dialogue Systems0
A Statistical Framework for Product Description 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