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 451500 of 5335 papers

TitleStatusHype
A Hierarchical Neural Autoencoder for Paragraphs and DocumentsCode1
GLAT: Glancing at Latent Variables for Parallel Text GenerationCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic FactorsCode1
Dependency-based Mixture Language ModelsCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
GPT-too: A language-model-first approach for AMR-to-text generationCode1
Data-to-text Generation with Macro PlanningCode1
Graph Pre-training for AMR Parsing and GenerationCode1
A Benchmark for Evaluating Machine Translation Metrics on Dialects Without Standard OrthographyCode1
GRUEN for Evaluating Linguistic Quality of Generated TextCode1
Data-to-text Generation with Variational Sequential PlanningCode1
Handwritten Text Generation from Visual ArchetypesCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic FidelityCode1
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue SystemsCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
MatTools: Benchmarking Large Language Models for Materials Science ToolsCode1
How to Select Datapoints for Efficient Human Evaluation of NLG Models?Code1
Automatic Detection of Generated Text is Easiest when Humans are FooledCode1
Human-Machine Collaboration Approaches to Build a Dialogue Dataset for Hate Speech CounteringCode1
HWD: A Novel Evaluation Score for Styled Handwritten Text GenerationCode1
A Comprehensive Survey of Accelerated Generation Techniques in Large Language ModelsCode1
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot FillerCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text GenerationCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report GenerationCode1
Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame BenchmarkCode1
DALD: Improving Logits-based Detector without Logits from Black-box LLMsCode1
Improving Open-Ended Text Generation via Adaptive DecodingCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
Data-to-Text Bilingual GenerationCode1
Adaptive Machine Translation with Large Language ModelsCode1
A Survey of Knowledge-Enhanced Text GenerationCode1
An Empirical Study of GPT-4o Image Generation CapabilitiesCode1
InfoLM: A New Metric to Evaluate Summarization & Data2Text GenerationCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Adaptive Markup Language Generation for Contextually-Grounded Visual Document UnderstandingCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
A Langevin-like Sampler for Discrete DistributionsCode1
Automatic Jailbreaking of the Text-to-Image Generative AI SystemsCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
Interpreting Language Models with Contrastive ExplanationsCode1
Is ChatGPT a Good NLG Evaluator? A Preliminary StudyCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Show:102550
← PrevPage 10 of 107Next →

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