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 10011050 of 5335 papers

TitleStatusHype
Posterior Control of Blackbox GenerationCode1
On Faithfulness and Factuality in Abstractive SummarizationCode1
Synthesizer: Rethinking Self-Attention in Transformer ModelsCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Humans Keep It One Hundred: an Overview of AI JourneyCode1
USR: An Unsupervised and Reference Free Evaluation Metric for Dialog GenerationCode1
POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-trainingCode1
Towards Controllable Biases in Language GenerationCode1
Control, Generate, Augment: A Scalable Framework for Multi-Attribute Text GenerationCode1
Towards Unsupervised Language Understanding and Generation by Joint Dual LearningCode1
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
Logic2Text: High-Fidelity Natural Language Generation from Logical FormsCode1
NUBIA: NeUral Based Interchangeability Assessor for Text GenerationCode1
Image Captioning through Image TransformerCode1
ToTTo: A Controlled Table-To-Text Generation DatasetCode1
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word OrderCode1
Logical Natural Language Generation from Open-Domain TablesCode1
Residual Energy-Based Models for Text GenerationCode1
SongNet: Rigid Formats Controlled Text GenerationCode1
PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned GenerationCode1
Explaining Question Answering Models through Text GenerationCode1
BLEURT: Learning Robust Metrics for Text GenerationCode1
Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer LearningCode1
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic FidelityCode1
Evaluating the Evaluation of Diversity in Natural Language GenerationCode1
Sparse Text GenerationCode1
Optimus: Organizing Sentences via Pre-trained Modeling of a Latent SpaceCode1
TLDR: Token Loss Dynamic Reweighting for Reducing Repetitive Utterance GenerationCode1
ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text GenerationCode1
An Empirical Investigation of Pre-Trained Transformer Language Models for Open-Domain Dialogue GenerationCode1
RecipeGPT: Generative Pre-training Based Cooking Recipe Generation and Evaluation SystemCode1
EmpTransfo: A Multi-head Transformer Architecture for Creating Empathetic Dialog SystemsCode1
Few-shot Natural Language Generation for Task-Oriented DialogCode1
Variational Template Machine for Data-to-Text GenerationCode1
CoTK: An Open-Source Toolkit for Fast Development and Fair Evaluation of Text GenerationCode1
Explaining Relationships Between Scientific DocumentsCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
Modeling Global and Local Node Contexts for Text Generation from Knowledge GraphsCode1
Bringing Stories Alive: Generating Interactive Fiction WorldsCode1
ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language GenerationCode1
Graph Constrained Reinforcement Learning for Natural Language Action SpacesCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Revisiting Challenges in Data-to-Text Generation with Fact GroundingCode1
Paraphrase Generation with Latent Bag of WordsCode1
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Automatic Detection of Generated Text is Easiest when Humans are FooledCode1
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionCode1
HuggingFace's Transformers: State-of-the-art Natural Language ProcessingCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
Show:102550
← PrevPage 21 of 107Next →

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