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 3851–3900 of 5335 papers

TitleStatusHype
Summarize, Outline, and Elaborate: Long-Text Generation via Hierarchical Supervision from Extractive Summaries—0
Improving Text Generation Evaluation with Batch Centering and Tempered Word Mover Distance—0
Random Network Distillation as a Diversity Metric for Both Image and Text Generation—0
A Sentiment-Controllable Topic-to-Essay Generator with Topic Knowledge Graph—0
Improving Text Generation with Student-Forcing Optimal Transport—0
Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data—0
Controllable Multi-Character Psychology-Oriented Story GenerationCode0
Adversarial Self-Supervised Data-Free Distillation for Text Classification—0
Online Back-Parsing for AMR-to-Text GenerationCode0
Mark-Evaluate: Assessing Language Generation using Population Estimation Methods—0
Lightweight, Dynamic Graph Convolutional Networks for AMR-to-Text GenerationCode0
A Cascade Approach to Neural Abstractive Summarization with Content Selection and FusionCode0
Towards Understanding Sample Variance in Visually Grounded Language Generation: Evaluations and Observations—0
Narrative Text Generation with a Latent Discrete PlanCode0
Toward Stance-based Personas for Opinionated Dialogues—0
Help! Need Advice on Identifying AdviceCode0
Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays—0
Stepwise Extractive Summarization and Planning with Structured TransformersCode0
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation—0
PAIR: Planning and Iterative Refinement in Pre-trained Transformers for Long Text Generation—0
Viable Threat on News Reading: Generating Biased News Using Natural Language Models—0
DLGNet-Task: An End-to-end Neural Network Framework for Modeling Multi-turn Multi-domain Task-Oriented Dialogue—0
MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language Models—0
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems—0
融合目标端句法的AMR-to-Text生成(AMR-to-Text Generation with Target Syntax)—0
Refining Data for Text Generation—0
Generative latent neural models for automatic word alignment—0
Graph-based Multi-hop Reasoning for Long Text Generation—0
Quantifying Exposure Bias for Open-ended Language Generation—0
Penalty-based Sequence Generative Adversarial Networks with Enhanced Transformer for Text Generation—0
Learning to Plan and Realize Separately for Open-Ended Dialogue Systems—0
Automatic Arabic Dialect Identification Systems for Written Texts: A Survey—0
Controllable Text Generation with Focused Variation—0
Weird AI Yankovic: Generating Parody Lyrics—0
Composed Variational Natural Language Generation for Few-shot Intents—0
F^2-Softmax: Diversifying Neural Text Generation via Frequency Factorized Softmax—0
Knowledge Graphs for Multilingual Language Translation and Generation—0
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related ApproachesCode0
A Systematic Characterization of Sampling Algorithms for Open-ended Language GenerationCode0
Current Limitations of Language Models: What You Need is RetrievalCode0
Autoregressive Knowledge Distillation through Imitation LearningCode0
A Comparison of LSTM and BERT for Small Corpus—0
Multi-modal embeddings using multi-task learning for emotion recognition—0
Improving Language Generation with Sentence Coherence ObjectiveCode0
Robust Conversational AI with Grounded Text Generation—0
Black Box to White Box: Discover Model Characteristics Based on Strategic Probing—0
SportSett:Basketball - A robust and maintainable dataset for Natural Language Generation—0
Neural Language Generation for a Turkish Task-Oriented Dialogue System—0
A Survey of Evaluation Metrics Used for NLG Systems—0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
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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