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 41014150 of 5335 papers

TitleStatusHype
Template-free Data-to-Text Generation of Finnish Sports NewsCode0
Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation0
Clinical Text Generation through Leveraging Medical Concept and Relations0
Low Level Linguistic Controls for Style Transfer and Content Preservation0
The use of rating and Likert scales in Natural Language Generation human evaluation tasks: A review and some recommendations0
Generation of Hip-Hop Lyrics with Hierarchical Modeling and Conditional Templates0
A Closer Look at Recent Results of Verb Selection for Data-to-Text NLG0
Generating Quantified Descriptions of Abstract Visual Scenes0
Generating Text from Anonymised Structures0
Using NLG for speech synthesis of mathematical sentences0
Proceedings of the 12th International Conference on Natural Language Generation0
BERT for Question Generation0
An Encoder with non-Sequential Dependency for Neural Data-to-Text Generation0
An NLG System for Constituent Correspondence: Personality, Affect, and Alignment0
Best practices for the human evaluation of automatically generated text0
QTUNA: A Corpus for Understanding How Speakers Use QuantificationCode0
What goes into a word: generating image descriptions with top-down spatial knowledge0
Procedural Text Generation from a Photo Sequence0
Hotel Scribe: Generating High Variation Hotel Descriptions0
Read, Attend and Comment: A Deep Architecture for Automatic NewsComment Generation0
TMLab: Generative Enhanced Model (GEM) for adversarial attacks0
On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text GenerationCode0
A Dynamic Strategy Coach for Effective Negotiation0
Semi-Supervised Neural Text Generation by Joint Learning of Natural Language Generation and Natural Language Understanding Models0
The Detection of Distributional Discrepancy for Text Generation0
Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation0
CONTRIBUTION OF INTERNAL REFLECTION IN LANGUAGE EMERGENCE WITH AN UNDER-RESTRICTED SITUATION0
A Quality-Diversity Controllable GAN for Text Generation0
Denoising Improves Latent Space Geometry in Text Autoencoders0
Regularly varying representation for sentence embedding0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation0
CaptainGAN: Navigate Through Embedding Space For Better Text Generation0
On the Unintended Social Bias of Training Language Generation Models with News Articles0
PNAT: Non-autoregressive Transformer by Position Learning0
Natural- to formal-language generation using Tensor Product Representations0
Recurrent Hierarchical Topic-Guided Neural Language Models0
Unified Vision-Language Pre-Training for Image Captioning and VQACode2
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
Automated Chess Commentator Powered by Neural Chess EngineCode0
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured DataCode0
Improving Quality and Efficiency in Plan-based Neural Data-to-Text GenerationCode0
Creative GANs for generating poems, lyrics, and metaphorsCode0
Improved Variational Neural Machine Translation by Promoting Mutual Information0
Generating Philosophical Statements using Interpolated Markov Models and Dynamic TemplatesCode0
Natural Language Generation for Non-Expert Users0
Controllable Length Control Neural Encoder-Decoder via Reinforcement Learning0
Communication-based Evaluation for Natural Language GenerationCode0
ALTER: Auxiliary Text Rewriting Tool for Natural Language GenerationCode0
VizSeq: A Visual Analysis Toolkit for Text Generation TasksCode0
MOSS: End-to-End Dialog System Framework with Modular SupervisionCode0
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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