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 401450 of 5335 papers

TitleStatusHype
Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space TranslationCode1
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEsCode1
Exploring Supervised and Unsupervised Rewards in Machine TranslationCode1
Exploring Transformer Text Generation for Medical Dataset AugmentationCode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language ModelsCode1
Defending Against Backdoor Attacks in Natural Language GenerationCode1
AraT5: Text-to-Text Transformers for Arabic Language GenerationCode1
AR-Diffusion: Auto-Regressive Diffusion Model for Text GenerationCode1
A Frustratingly Simple Decoding Method for Neural Text GenerationCode1
A Survey of Knowledge-Enhanced Text GenerationCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report GenerationCode1
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
Defending Against Unforeseen Failure Modes with Latent Adversarial TrainingCode1
Data-to-text Generation with Macro PlanningCode1
FeTaQA: Free-form Table Question AnsweringCode1
A Reparameterized Discrete Diffusion Model for Text GenerationCode1
Few-Shot Table-to-Text Generation with Prototype MemoryCode1
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
A Generative Language Model for Few-shot Aspect-Based Sentiment AnalysisCode1
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsCode1
A Generative Model for Joint Natural Language Understanding and GenerationCode1
Fine-grained Text Style Transfer with Diffusion-Based Language ModelsCode1
Finetuning Pretrained Transformers into RNNsCode1
FIREBALL: A Dataset of Dungeons and Dragons Actual-Play with Structured Game State InformationCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Data-to-Text Bilingual GenerationCode1
A Benchmark for Evaluating Machine Translation Metrics on Dialects Without Standard OrthographyCode1
Data-to-Text Generation with Iterative Text EditingCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationCode1
Parameterized Synthetic Text Generation with SimpleStoriesCode1
FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metricsfor Automatic Text GenerationCode1
Dependency-based Mixture Language ModelsCode1
AI-generated text boundary detection with RoFTCode1
Fusing Pre-Trained Language Models With Multimodal Prompts Through Reinforcement LearningCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
GenARM: Reward Guided Generation with Autoregressive Reward Model for Test-time AlignmentCode1
ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language ModelsCode1
GenderCARE: A Comprehensive Framework for Assessing and Reducing Gender Bias in Large Language ModelsCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute ManipulationCode1
Data-to-text Generation by Splicing Together Nearest NeighborsCode1
Generating Radiology Reports via Memory-driven TransformerCode1
Generating Sequences With Recurrent Neural NetworksCode1
A Comprehensive Survey of Accelerated Generation Techniques in Large Language ModelsCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text GenerationCode1
Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame BenchmarkCode1
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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