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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 1251–1300 of 5335 papers

TitleStatusHype
Learning from Bootstrapping and Stepwise Reinforcement Reward: A Semi-Supervised Framework for Text Style TransferCode0
Learning to Select, Track, and Generate for Data-to-TextCode0
Language Model Sentence Completion with a Parser-Driven Rhetorical Control MethodCode0
Language Models can Evaluate Themselves via Probability DiscrepancyCode0
Language Generation with Recurrent Generative Adversarial Networks without Pre-trainingCode0
Can adversarial training learn image captioning ?Code0
A Recurrent BERT-based Model for Question GenerationCode0
Language Generation via Combinatorial Constraint Satisfaction: A Tree Search Enhanced Monte-Carlo ApproachCode0
Language GANs Falling ShortCode0
Large Language Models as Sous Chefs: Revising Recipes with GPT-3Code0
ARAML: A Stable Adversarial Training Framework for Text GenerationCode0
Calibrating LLM-Based EvaluatorCode0
Lagging Inference Networks and Posterior Collapse in Variational AutoencodersCode0
Byte-Level Recursive Convolutional Auto-Encoder for TextCode0
Arabic Automatic Story Generation with Large Language ModelsCode0
Language Detoxification with Attribute-Discriminative Latent SpaceCode0
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from ServerCode0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text GenerationCode0
KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text GenerationCode0
Keyphrase Extraction for N-best Reranking in Multi-Sentence CompressionCode0
For Generated Text, Is NLI-Neutral Text the Best Text?Code0
A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative ModelsCode0
APPLS: Evaluating Evaluation Metrics for Plain Language SummarizationCode0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad MechanismCode0
Kernelized Bayesian Softmax for Text GenerationCode0
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review GenerationCode0
Is neural language acquisition similar to natural? A chronological probing studyCode0
Is Multilingual BERT Fluent in Language Generation?Code0
AppealCase: A Dataset and Benchmark for Civil Case Appeal ScenariosCode0
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text DetectorCode0
Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit's ShowerthoughtsCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer InsightsCode0
Bridging Cross-Lingual Gaps During Leveraging the Multilingual Sequence-to-Sequence Pretraining for Text Generation and UnderstandingCode0
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured DataCode0
Investigating Strategies for Clause RecommendationCode0
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual SamplesCode0
In Tree Structure Should Sentence Be GeneratedCode0
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact DescriptionsCode0
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language GenerationCode0
A Dynamic Speaker Model for Conversational InteractionsCode0
Boundary-Seeking Generative Adversarial NetworksCode0
Investigating Metric Diversity for Evaluating Long Document SummarisationCode0
On the Robustness of Editing Large Language ModelsCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Large Language Models Engineer Too Many Simple Features For Tabular DataCode0
In-sample Curriculum Learning by Sequence Completion for Natural Language GenerationCode0
Inherent Biases in Reference-based Evaluation for Grammatical Error CorrectionCode0
Bootstrapping Generators from Noisy DataCode0
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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