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 1101–1150 of 5335 papers

TitleStatusHype
Learning with Contrastive Examples for Data-to-Text GenerationCode0
Learning to Rank Visual Stories From Human Ranking DataCode0
Learning to Select, Track, and Generate for Data-to-TextCode0
LEATHER: A Framework for Learning to Generate Human-like Text in DialogueCode0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
Learning to Generate Compositional Color DescriptionsCode0
Learning to Generate Clinically Coherent Chest X-Ray ReportsCode0
Learning to Imagine: Visually-Augmented Natural Language GenerationCode0
Learning Natural Language Generation with Truncated Reinforcement LearningCode0
Learning Neural Templates for Text GenerationCode0
Learning Latent Semantic Annotations for Grounding Natural Language to Structured DataCode0
Learning from Bootstrapping and Stepwise Reinforcement Reward: A Semi-Supervised Framework for Text Style TransferCode0
Learning from Fact-checkers: Analysis and Generation of Fact-checking LanguageCode0
Adaptively Clustering Neighbor Elements for Image-Text GenerationCode0
Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational AutoencodersCode0
CodePAD: Sequence-based Code Generation with Pushdown AutomatonCode0
AirDialogue: An Environment for Goal-Oriented Dialogue ResearchCode0
LCTG Bench: LLM Controlled Text Generation BenchmarkCode0
Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language ReasoningCode0
Learning From Free-Text Human Feedback -- Collect New Datasets Or Extend Existing Ones?Code0
A surprisingly effective out-of-the-box char2char model on the E2E NLG Challenge datasetCode0
Educating Text Autoencoders: Latent Representation Guidance via DenoisingCode0
Air-Decoding: Attribute Distribution Reconstruction for Decoding-Time Controllable Text GenerationCode0
Adaptive LoRA Merge with Parameter Pruning for Low-Resource GenerationCode0
CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model CapabilitiesCode0
Memorization of Named Entities in Fine-tuned BERT ModelsCode0
A Semi-Supervised Approach for Low-Resourced Text GenerationCode0
Layer or Representation Space: What makes BERT-based Evaluation Metrics Robust?Code0
Large Language Models in Computer Science Education: A Systematic Literature ReviewCode0
On the Usefulness of Embeddings, Clusters and Strings for Text Generator EvaluationCode0
A Study of Automatic Metrics for the Evaluation of Natural Language ExplanationsCode0
Large Language Models Engineer Too Many Simple Features For Tabular DataCode0
CLSEG: Contrastive Learning of Story Ending GenerationCode0
CLSE: Corpus of Linguistically Significant EntitiesCode0
Large Language Models as Sous Chefs: Revising Recipes with GPT-3Code0
Language Model Sentence Completion with a Parser-Driven Rhetorical Control MethodCode0
Language Models can Evaluate Themselves via Probability DiscrepancyCode0
Clinically Accurate Chest X-Ray Report GenerationCode0
Language Generation with Recurrent Generative Adversarial Networks without Pre-trainingCode0
Language GANs Falling ShortCode0
Language Detoxification with Attribute-Discriminative Latent SpaceCode0
Lagging Inference Networks and Posterior Collapse in Variational AutoencodersCode0
Language Generation via Combinatorial Constraint Satisfaction: A Tree Search Enhanced Monte-Carlo ApproachCode0
A Hybrid Retrieval-Generation Neural Conversation ModelCode0
Assessing Human Editing Effort on LLM-Generated Texts via Compression-Based Edit DistanceCode0
Adaptive Compression of the Latent Space in Variational AutoencodersCode0
Classification of telicity using cross-linguistic annotation projectionCode0
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from ServerCode0
Large Scale Multi-Lingual Multi-Modal Summarization DatasetCode0
CiteBench: A benchmark for Scientific Citation Text 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