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 42514300 of 5335 papers

TitleStatusHype
Data-to-text Generation with Entity ModelingCode0
Context-Aware Visual Policy Network for Fine-Grained Image CaptioningCode0
Generating Question-Answer HierarchiesCode0
Syntax-Infused Variational Autoencoder for Text Generation0
Automated Speech Generation from UN General Assembly Statements: Mapping Risks in AI Generated TextsCode0
Curate and Generate: A Corpus and Method for Joint Control of Semantics and Style in Neural NLG0
Detecting Local Insights from Global Labels: Supervised & Zero-Shot Sequence Labeling via a Convolutional DecompositionCode0
Handling Divergent Reference Texts when Evaluating Table-to-Text GenerationCode0
A Semi-Supervised Approach for Low-Resourced Text GenerationCode0
Controllable Paraphrase Generation with a Syntactic Exemplar0
A Survey of Natural Language Generation Techniques with a Focus on Dialogue Systems - Past, Present and Future Directions0
A Dynamic Speaker Model for Conversational InteractionsCode0
How to Avoid Sentences Spelling Boring? Towards a Neural Approach to Unsupervised Metaphor Generation0
Adversarial Generation and Encoding of Nested Texts0
Identifying Sensible Lexical Relations in Generated Stories0
Topic-Guided Variational Auto-Encoder for Text Generation0
Top-Down Structurally-Constrained Neural Response Generation with Lexicalized Probabilistic Context-Free Grammar0
Computational Investigations of Pragmatic Effects in Natural Language0
Are Fictional Voices Distinguishable? Classifying Character Voices in Modern Drama0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems0
Proceedings of the Workshop on Methods for Optimizing and Evaluating Neural Language Generation0
Audio Caption in a Car Setting with a Sentence-Level LossCode0
Reducing Gender Bias in Word-Level Language Models with a Gender-Equalizing Loss FunctionCode0
Adversarial Sub-sequence for Text GenerationCode0
Clinical Text Generation through Leveraging Medical Concept and Relations0
Educating Text Autoencoders: Latent Representation Guidance via DenoisingCode0
Defending Against Neural Fake NewsCode0
On Variational Learning of Controllable Representations for Text without SupervisionCode0
TIGS: An Inference Algorithm for Text Infilling with Gradient SearchCode0
Triple-to-Text: Converting RDF Triples into High-Quality Natural Languages via Optimizing an Inverse KL DivergenceCode0
Exposure Bias versus Self-Recovery: Are Distortions Really Incremental for Autoregressive Text Generation?0
mu-Forcing: Training Variational Recurrent Autoencoders for Text GenerationCode0
Training language GANs from ScratchCode0
Theme-aware generation model for chinese lyrics0
Pretraining for Conditional Generation with Pseudo Self Attention0
PaperRobot: Incremental Draft Generation of Scientific IdeasCode0
Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image RepresentationsCode0
Deep Residual Output Layers for Neural Language GenerationCode0
Meta-Learning for Low-resource Natural Language Generation in Task-oriented Dialogue Systems0
Towards Content Transfer through Grounded Text Generation0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
Contextualization of Morphological Inflection0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
RelGAN: Relational Generative Adversarial Networks for Text GenerationCode0
VHEGAN: Variational Hetero-Encoder Randomized GAN for Zero-Shot Learning0
AI-Powered Text Generation for Harmonious Human-Machine Interaction: Current State and Future Directions0
DelibGAN: Coarse-to-Fine Text Generation via Adversarial Network0
Curvature: A signature for Action Recognition in Video Sequences0
Copy mechanism and tailored training for character-based data-to-text generationCode0
Neural Text Generation from Rich Semantic RepresentationsCode0
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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