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 37513800 of 5335 papers

TitleStatusHype
Refining Data for Text Generation0
融合目标端句法的AMR-to-Text生成(AMR-to-Text Generation with Target Syntax)0
Utterance-level Dialogue Understanding: An Empirical StudyCode2
Quantifying Exposure Bias for Open-ended Language Generation0
Penalty-based Sequence Generative Adversarial Networks with Enhanced Transformer for Text Generation0
Generative latent neural models for automatic word alignment0
Injecting Entity Types into Entity-Guided Text GenerationCode1
Graph-based Multi-hop Reasoning for Long Text Generation0
Learning to Plan and Realize Separately for Open-Ended Dialogue Systems0
KG-BART: Knowledge Graph-Augmented BART for Generative Commonsense ReasoningCode1
Automatic Arabic Dialect Identification Systems for Written Texts: A Survey0
iNLTK: Natural Language Toolkit for Indic LanguagesCode1
Weird AI Yankovic: Generating Parody Lyrics0
Controllable Text Generation with Focused Variation0
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsCode1
Language Generation with Multi-Hop Reasoning on Commonsense Knowledge GraphCode1
UCD-CS at W-NUT 2020 Shared Task-3: A Text to Text Approach for COVID-19 Event Extraction on Social MediaCode1
Composed Variational Natural Language Generation for Few-shot Intents0
F^2-Softmax: Diversifying Neural Text Generation via Frequency Factorized Softmax0
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related ApproachesCode0
Knowledge Graphs for Multilingual Language Translation and Generation0
Text Generation by Learning from DemonstrationsCode1
UNION: An Unreferenced Metric for Evaluating Open-ended Story GenerationCode1
Autoregressive Knowledge Distillation through Imitation LearningCode0
Current Limitations of Language Models: What You Need is RetrievalCode0
A Systematic Characterization of Sampling Algorithms for Open-ended Language GenerationCode0
A Comparison of LSTM and BERT for Small Corpus0
Multi-modal embeddings using multi-task learning for emotion recognition0
Modern Methods for Text GenerationCode1
Brain2Word: Decoding Brain Activity for Language GenerationCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
SportSett:Basketball - A robust and maintainable dataset for Natural Language Generation0
Improving Language Generation with Sentence Coherence ObjectiveCode0
Robust Conversational AI with Grounded Text Generation0
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingCode1
Black Box to White Box: Discover Model Characteristics Based on Strategic Probing0
Neural Language Generation for a Turkish Task-Oriented Dialogue System0
A Survey of Evaluation Metrics Used for NLG Systems0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
Tweet to News Conversion: An Investigation into Unsupervised Controllable Text Generation0
Towards a Decomposable Metric for Explainable Evaluation of Text Generation from AMRCode0
Learning to Create Better Ads: Generation and Ranking Approaches for Ad Creative Refinement0
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems0
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP ModelsCode2
Perception Score, A Learned Metric for Open-ended Text Generation Evaluation0
SARG: A Novel Semi Autoregressive Generator for Multi-turn Incomplete Utterance RestorationCode1
TweepFake: about Detecting Deepfake TweetsCode1
Neural Language Generation: Formulation, Methods, and Evaluation0
Defining and Evaluating Fair Natural Language Generation0
Show:102550
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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