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 17011750 of 5335 papers

TitleStatusHype
CASTILLO: Characterizing Response Length Distributions of Large Language ModelsCode0
How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation?Code0
Artificial Intelligence versus Maya Angelou: Experimental evidence that people cannot differentiate AI-generated from human-written poetryCode0
Relational Future Captioning Model for Explaining Likely Collisions in Daily TasksCode0
High-quality Data-to-Text Generation for Severely Under-Resourced Languages with Out-of-the-box Large Language ModelsCode0
RelGAN: Relational Generative Adversarial Networks for Text GenerationCode0
HistAlign: Improving Context Dependency in Language Generation by Aligning with HistoryCode0
How Control Information Influences Multilingual Text Image Generation and Editing?Code0
CatGAN: Category-aware Generative Adversarial Networks with Hierarchical Evolutionary Learning for Category Text GenerationCode0
ER-AE: Differentially Private Text Generation for Authorship AnonymizationCode0
Automatic Evaluation of Generative Models with Instruction TuningCode0
Creating a Corpus for Russian Data-to-Text Generation Using Neural Machine Translation and Post-EditingCode0
Hierarchical Attention: What Really Counts in Various NLP TasksCode0
Help! Need Advice on Identifying AdviceCode0
Hidding the Ghostwriters: An Adversarial Evaluation of AI-Generated Student Essay DetectionCode0
Hierarchical Text Generation and Planning for Strategic DialogueCode0
HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty DecodingCode0
Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and FeedbackCode0
Hierarchical Text Generation using an OutlineCode0
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical SurveyCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
Evade the Trap of Mediocrity: Promoting Diversity and Novelty in Text Generation via Concentrating AttentionCode0
Coupling without Communication and Drafter-Invariant Speculative DecodingCode0
Coupling Context Modeling with Zero Pronoun Recovering for Document-Level Natural Language GenerationCode0
Countering Reward Over-optimization in LLM with Demonstration-Guided Reinforcement LearningCode0
Counterfactual Story Reasoning and GenerationCode0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Counterfactual Generation with Identifiability GuaranteesCode0
HeavyWater and SimplexWater: Watermarking Low-Entropy Text DistributionsCode0
Handling Rare Items in Data-to-Text GenerationCode0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative Adversarial NetworksCode0
Handling Divergent Reference Texts when Evaluating Table-to-Text GenerationCode0
Evaluating Diversity in Automatic Poetry GenerationCode0
GRS: Combining Generation and Revision in Unsupervised Sentence SimplificationCode0
GSD: Generalized Stochastic DecodingCode0
Core: Robust Factual Precision with Informative Sub-Claim IdentificationCode0
Evaluating Inter-Bilingual Semantic Parsing for Indian LanguagesCode0
GTA: Gated Toxicity Avoidance for LM Performance PreservationCode0
Evaluating Mixed-initiative Conversational Search Systems via User SimulationCode0
Graph Transformer for Graph-to-Sequence LearningCode0
Copyright-Protected Language Generation via Adaptive Model FusionCode0
GreekBART: The First Pretrained Greek Sequence-to-Sequence ModelCode0
Copy mechanism and tailored training for character-based data-to-text generationCode0
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and ProactivityCode0
Evaluating Semantic Accuracy of Data-to-Text Generation with Natural Language InferenceCode0
Automatically Neutralizing Subjective Bias in TextCode0
Evaluating Text Generation from Discourse Representation StructuresCode0
GraphText: Graph Reasoning in Text SpaceCode0
Grounded Intuition of GPT-Vision's Abilities with Scientific ImagesCode0
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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