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

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Showing 3051–3100 of 5335 papers

TitleStatusHype
Power Norm Based Lifelong Learning for Paraphrase Generations—0
Exploring and Adapting Chinese GPT to Pinyin Input Method—0
Effective Unsupervised Constrained Text Generation based on Perturbed Masking—0
Enhancing Text Generation with Inductive Event Reasoning—0
Error-Correcting Codes For Approximate Neural Sequence Prediction—0
Say What? Collaborative Pop Lyric Generation Using Multitask Transfer Learning—0
Understanding Jargon: Combining Extraction and Generation for Definition ModelingCode0
Speeding Up EntmaxCode0
Entropy optimized semi-supervised decomposed vector-quantized variational autoencoder model based on transfer learning for multiclass text classification and generation—0
A Novel Corpus of Discourse Structure in Humans and ComputersCode0
Explaining Face Presentation Attack Detection Using Natural Language—0
Unsupervised and Distributional Detection of Machine-Generated Text—0
PS-GAN: Feature augmented text generation in Telugu—0
Improving Adversarial Text Generation with n-Gram Matching—0
Knowledge-Enriched Natural Language GenerationCode1
Comparing Grammatical Theories of Code-Mixing—0
EASE: Extractive-Abstractive Summarization End-to-End using the Information Bottleneck Principle—0
Unsupervised Multi-View Post-OCR Error Correction With Language Models—0
AUTOSUMM: Automatic Model Creation for Text Summarization—0
RAST: Domain-Robust Dialogue Rewriting as Sequence Tagging—0
Paraphrase Generation: A Survey of the State of the Art—0
Event Graph based Sentence Fusion—0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs—0
Building the Directed Semantic Graph for Coherent Long Text Generation—0
Few-Shot Text Generation with Natural Language Instructions—0
Building Adaptive Acceptability Classifiers for Neural NLG—0
Coupling Context Modeling with Zero Pronoun Recovering for Document-Level Natural Language GenerationCode0
KFCNet: Knowledge Filtering and Contrastive Learning for Generative Commonsense Reasoning—0
proScript: Partially Ordered Scripts Generation—0
Grouped-Attention for Content-Selection and Content-Plan Generation—0
TWT: Table with Written Text for Controlled Data-to-Text Generation—0
Unseen Entity Handling in Complex Question Answering over Knowledge Base via Language Generation—0
Entity-Based Semantic Adequacy for Data-to-Text Generation—0
A practical perspective on connective generation—0
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey—0
Towards Language Modelling in the Speech Domain Using Sub-word Linguistic Units—0
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationCode0
REBEL: Relation Extraction By End-to-end Language generationCode1
From Theories on Styles to their Transfer in Text: Bridging the Gap with a Hierarchical Survey—0
Preventing posterior collapse in variational autoencoders for text generation via decoder regularization—0
Dynamic population-based meta-learning for multi-agent communication with natural language—0
s2s-ft: Fine-Tuning Pretrained Transformer Encoders for Sequence-to-Sequence Learning—0
Generating Watermarked Adversarial Texts—0
SciXGen: A Scientific Paper Dataset for Context-Aware Text Generation—0
GenNI: Human-AI Collaboration for Data-Backed Text Generation—0
Unifying Multimodal Transformer for Bi-directional Image and Text GenerationCode1
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction predictionCode1
BEAMetrics: A Benchmark for Language Generation Evaluation EvaluationCode1
The Arabic Parallel Gender Corpus 2.0: Extensions and Analyses—0
Emotion Style Transfer with a Specified Intensity Using Deep Reinforcement Learning—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified