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 41514200 of 5335 papers

TitleStatusHype
Generating Text from Anonymised Structures0
The use of rating and Likert scales in Natural Language Generation human evaluation tasks: A review and some recommendations0
An Encoder with non-Sequential Dependency for Neural Data-to-Text Generation0
An NLG System for Constituent Correspondence: Personality, Affect, and Alignment0
A Dynamic Strategy Coach for Effective Negotiation0
On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text GenerationCode0
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
A Quality-Diversity Controllable GAN for Text Generation0
Natural- to formal-language generation using Tensor Product Representations0
On the Unintended Social Bias of Training Language Generation Models with News Articles0
Recurrent Hierarchical Topic-Guided Neural Language Models0
PNAT: Non-autoregressive Transformer by Position Learning0
Regularly varying representation for sentence embedding0
CONTRIBUTION OF INTERNAL REFLECTION IN LANGUAGE EMERGENCE WITH AN UNDER-RESTRICTED SITUATION0
CaptainGAN: Navigate Through Embedding Space For Better Text Generation0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation0
Denoising Improves Latent Space Geometry in Text Autoencoders0
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured DataCode0
Automated Chess Commentator Powered by Neural Chess EngineCode0
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
MOSS: End-to-End Dialog System Framework with Modular SupervisionCode0
VizSeq: A Visual Analysis Toolkit for Text Generation TasksCode0
Transfer Reward Learning for Policy Gradient-Based Text Generation0
Counterfactual Story Reasoning and GenerationCode0
Story Realization: Expanding Plot Events into SentencesCode0
Conditional Text Generation for Harmonious Human-Machine Interaction0
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation0
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover DistanceCode0
TransSent: Towards Generation of Structured Sentences with Discourse Marker0
Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time)Code0
Encode, Tag, Realize: High-Precision Text EditingCode0
Data-Driven Approach to Encoding and Decoding 3-D Crystal StructuresCode0
Sentence-Level Content Planning and Style Specification for Neural Text Generation0
The Impact of Rule-Based Text Generation on the Quality of Abstractive Summaries0
Personality-dependent Neural Text Summarization0
Enhancing AMR-to-Text Generation with Dual Graph RepresentationsCode0
Modeling Graph Structure in Transformer for Better AMR-to-Text GenerationCode0
Generating Personalized Recipes from Historical User PreferencesCode0
Implicit Deep Latent Variable Models for Text GenerationCode0
Autoregressive Text Generation Beyond Feedback LoopsCode0
DeepCopy: Grounded Response Generation with Hierarchical Pointer Networks0
Show:102550
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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