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 52015250 of 5335 papers

TitleStatusHype
Peek Across: Improving Multi-Document Modeling via Cross-Document Question-AnsweringCode0
Unveiling the Achilles' Heel of NLG Evaluators: A Unified Adversarial Framework Driven by Large Language ModelsCode0
AdParaphrase: Paraphrase Dataset for Analyzing Linguistic Features toward Generating Attractive Ad TextsCode0
Penalty Decoding: Well Suppress the Self-Reinforcement Effect in Open-Ended Text GenerationCode0
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error CorrectionCode0
Explainable and Discourse Topic-aware Neural Language UnderstandingCode0
Theoretical Aspects of Bias and Diversity in Minimum Bayes Risk DecodingCode0
Creating a Corpus for Russian Data-to-Text Generation Using Neural Machine Translation and Post-EditingCode0
Expedited Training of Visual Conditioned Language Generation via Redundancy ReductionCode0
Enhancing the Transformer Decoder with Transition-based SyntaxCode0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Pride and Prejudice: LLM Amplifies Self-Bias in Self-RefinementCode0
Coupling without Communication and Drafter-Invariant Speculative DecodingCode0
ExPerT: Effective and Explainable Evaluation of Personalized Long-Form Text GenerationCode0
Coupling Context Modeling with Zero Pronoun Recovering for Document-Level Natural Language GenerationCode0
Sketch and Customize: A Counterfactual Story GeneratorCode0
Adding A Filter Based on The Discriminator to Improve Unconditional Text GenerationCode0
Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit AccessCode0
ExClaim: Explainable Neural Claim Verification Using RationalizationCode0
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and RectificationCode0
A Hybrid Retrieval-Generation Neural Conversation ModelCode0
Exploration into Translation-Equivariant Image QuantizationCode0
Event Transition Planning for Open-ended Text GenerationCode0
BLAB Reporter: Automated journalism covering the Blue AmazonCode0
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text GenerationCode0
Personalized Review Generation By Expanding Phrases and Attending on Aspect-Aware RepresentationsCode0
The Power of Summary-Source AlignmentsCode0
Personalized Text Generation with Fine-Grained Linguistic ControlCode0
Evaluation of Semantic Answer Similarity MetricsCode0
The Proof is in the Pudding: Using Automated Theorem Proving to Generate Cooking RecipesCode0
SMAB: MAB based word Sensitivity Estimation Framework and its Applications in Adversarial Text GenerationCode0
Translation Quality Assessment: A Brief Survey on Manual and Automatic MethodsCode0
Perturbation CheckLists for Evaluating NLG Evaluation MetricsCode0
Evaluation of Language Models in the Medical Context Under Resource-Constrained SettingsCode0
Countering Reward Over-optimization in LLM with Demonstration-Guided Reinforcement LearningCode0
The Reader is the Metric: How Textual Features and Reader Profiles Explain Conflicting Evaluations of AI Creative WritingCode0
TwistList: Resources and Baselines for Tongue Twister GenerationCode0
Counterfactual Story Reasoning and GenerationCode0
Piecewise Latent Variables for Neural Variational Text ProcessingCode0
Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online ForumsCode0
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMsCode0
Evaluating the Morphosyntactic Well-formedness of Generated TextsCode0
The RLLChatbot: a solution to the ConvAI challengeCode0
PixT3: Pixel-based Table-To-Text GenerationCode0
PizzaCommonSense: Learning to Model Commonsense Reasoning about Intermediate Steps in Cooking RecipesCode0
Writing Like the Best: Exemplar-Based Expository Text GenerationCode0
A Hybrid Convolutional Variational Autoencoder for Text GenerationCode0
Smelting Gold and Silver for Improved Multilingual AMR-to-Text GenerationCode0
Counterfactual Generation with Identifiability GuaranteesCode0
Core: Robust Factual Precision with Informative Sub-Claim IdentificationCode0
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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