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 551600 of 5335 papers

TitleStatusHype
Domain-Specific Text Generation for Machine TranslationCode1
Do Language Models Plagiarize?Code1
DQ-BART: Efficient Sequence-to-Sequence Model via Joint Distillation and QuantizationCode1
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed GraphsCode1
ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language ModelingCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
AD-LLM: Benchmarking Large Language Models for Anomaly DetectionCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
A Distributional Lens for Multi-Aspect Controllable Text GenerationCode1
A Cognitive Writing Perspective for Constrained Long-Form Text GenerationCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text GenerationCode1
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text GenerationCode1
Automatic Controllable Product Copywriting for E-CommerceCode1
Direct speech-to-speech translation with discrete unitsCode1
A Multimodal In-Context Tuning Approach for E-Commerce Product Description GenerationCode1
Differentially Private Fine-tuning of Language ModelsCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational TransformerCode1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Dependency-based Mixture Language ModelsCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Data-to-Text Bilingual GenerationCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Data-to-Text Generation with Iterative Text EditingCode1
Data-to-text Generation with Macro PlanningCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language ModelingCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
Critic-Guided Decoding for Controlled Text GenerationCode1
Cross-modality Data Augmentation for End-to-End Sign Language TranslationCode1
Auto-Regressive Next-Token Predictors are Universal LearnersCode1
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State SpacesCode1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code SynthesisCode1
Diffusion Guided Language ModelingCode1
Diffusion Models for Non-autoregressive Text Generation: A SurveyCode1
Cross-modal Memory Networks for Radiology Report GenerationCode1
A multi-task semi-supervised framework for Text2Graph & Graph2TextCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
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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