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 39013950 of 5335 papers

TitleStatusHype
A French Corpus for Semantic Similarity0
Comparative Study of Sentence Embeddings for Contextual Paraphrasing0
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Alignment Annotation for Clinic Visit Dialogue to Clinical Note Sentence Language Generation0
Humans Keep It One Hundred: an Overview of AI JourneyCode1
A Parallel WordNet for English, Swedish and Bulgarian0
ThemePro: A Toolkit for the Analysis of Thematic Progression0
Annotating Event Appearance for Japanese Chess Commentary Corpus0
MucLex: A German Lexicon for Surface RealisationCode0
Best Student Forcing: A Simple Training Mechanism in Adversarial Language Generation0
Localising the Clinical Terminology SNOMED CT by Semi-automated Creation of a German Interface Vocabulary0
Frame-Based Annotation of Multimodal Corpora: Tracking (A)Synchronies in Meaning Construction0
Bringing Roguelikes to Visually-Impaired Players by Using NLP0
POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-trainingCode1
Cross-modal Language Generation using Pivot Stabilization for Web-scale Language Coverage0
USR: An Unsupervised and Reference Free Evaluation Metric for Dialog GenerationCode1
Towards Controllable Biases in Language GenerationCode1
Towards Unsupervised Language Understanding and Generation by Joint Dual LearningCode1
NUBIA: NeUral Based Interchangeability Assessor for Text GenerationCode1
ENT-DESC: Entity Description Generation by Exploring Knowledge GraphCode1
Context based Text-generation using LSTM networks0
APo-VAE: Text Generation in Hyperbolic Space0
Improved Natural Language Generation via Loss Truncation0
Logic2Text: High-Fidelity Natural Language Generation from Logical FormsCode1
Boosting Naturalness of Language in Task-oriented Dialogues via Adversarial Training0
Preventing Posterior Collapse with Levenshtein Variational Autoencoder0
Template Guided Text Generation for Task-Oriented Dialogue0
Control, Generate, Augment: A Scalable Framework for Multi-Attribute Text GenerationCode1
Image Captioning through Image TransformerCode1
Informed Sampling for Diversity in Concept-to-Text NLG0
ToTTo: A Controlled Table-To-Text Generation DatasetCode1
Filtering Noisy Dialogue Corpora by Connectivity and Content RelatednessCode0
How Chaotic Are Recurrent Neural Networks?0
BLEU Neighbors: A Reference-less Approach to Automatic Evaluation0
Assessing Discourse Relations in Language Generation from GPT-20
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word OrderCode1
QURIOUS: Question Generation Pretraining for Text Generation0
Residual Energy-Based Models for Text GenerationCode1
Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation0
Logical Natural Language Generation from Open-Domain TablesCode1
Trading Off Diversity and Quality in Natural Language Generation0
Improve Variational Autoencoder for Text Generationwith Discrete Latent Bottleneck0
Discrete Variational Attention Models for Language Generation0
Learning to Encode Evolutionary Knowledge for Automatic Commenting Long Novels0
SongNet: Rigid Formats Controlled Text GenerationCode1
Show Us the Way: Learning to Manage Dialog from Demonstrations0
Do sequence-to-sequence VAEs learn global features of sentences?0
Neural Data-to-Text Generation with Dynamic Content Planning0
PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned GenerationCode1
A Human Evaluation of AMR-to-English Generation Systems0
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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