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 47014750 of 5335 papers

TitleStatusHype
An Empirical Study of Validating Synthetic Data for Text-Based Person RetrievalCode0
Communication-based Evaluation for Natural Language GenerationCode0
Duwak: Dual Watermarks in Large Language ModelsCode0
DuNST: Dual Noisy Self Training for Semi-Supervised Controllable Text GenerationCode0
How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation?Code0
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningCode0
DuFFin: A Dual-Level Fingerprinting Framework for LLMs IP ProtectionCode0
An Empirical Study of Building a Strong Baseline for Constituency ParsingCode0
DP-NMT: Scalable Differentially-Private Machine TranslationCode0
How Do Seq2Seq Models Perform on End-to-End Data-to-Text Generation?Code0
DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified TextCode0
How Does Response Length Affect Long-Form FactualityCode0
Mitigating Hallucination of Large Vision-Language Models via Dynamic Logits CalibrationCode0
How Control Information Influences Multilingual Text Image Generation and Editing?Code0
Do You Have the Right Scissors? Tailoring Pre-trained Language Models via Monte-Carlo MethodsCode0
Do Stochastic Parrots have Feelings Too? Improving Neural Detection of Synthetic Text via Emotion RecognitionCode0
Regularization-based Pruning of Irrelevant Weights in Deep Neural ArchitecturesCode0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
High-quality Data-to-Text Generation for Severely Under-Resourced Languages with Out-of-the-box Large Language ModelsCode0
Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text GenerationCode0
Hierarchical Text Generation using an OutlineCode0
Table-to-text Generation by Structure-aware Seq2seq LearningCode0
Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time)Code0
MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic ScenariosCode0
What is image captioning made of?Code0
Reinforcement Learning for Few-Shot Text Generation AdaptationCode0
Hierarchical Text Generation and Planning for Strategic DialogueCode0
MOCHA: A Multi-Task Training Approach for Coherent Text Generation from Cognitive PerspectiveCode0
Hierarchical Attention: What Really Counts in Various NLP TasksCode0
An Empirical Study of In-context Learning in LLMs for Machine TranslationCode0
Model-Based Minimum Bayes Risk Decoding for Text GenerationCode0
Don't Take It Literally: An Edit-Invariant Sequence Loss for Text GenerationCode0
Hidding the Ghostwriters: An Adversarial Evaluation of AI-Generated Student Essay DetectionCode0
Help! Need Advice on Identifying AdviceCode0
Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement LearningCode0
Tackling Hallucinations in Neural Chart SummarizationCode0
XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource LanguagesCode0
Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and FeedbackCode0
HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty DecodingCode0
Modeling Graph Structure in Transformer for Better AMR-to-Text GenerationCode0
Relational Future Captioning Model for Explaining Likely Collisions in Daily TasksCode0
Unified Language Model Pre-training for Natural Language Understanding and GenerationCode0
HeavyWater and SimplexWater: Watermarking Low-Entropy Text DistributionsCode0
Dont Add, dont Miss: Effective Content Preserving Generation from Pre-Selected Text SpansCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language GenerationCode0
RelGAN: Relational Generative Adversarial Networks for Text GenerationCode0
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
Donkii: Can Annotation Error Detection Methods Find Errors in Instruction-Tuning Datasets?Code0
An Auto-Encoder Matching Model for Learning Utterance-Level Semantic Dependency in Dialogue GenerationCode0
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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