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
COSMic: A Coherence-Aware Generation Metric for Image DescriptionsCode1
Adaptive and Personalized Exercise Generation for Online Language LearningCode1
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-TuningCode1
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language ModelsCode1
Human-Machine Collaboration Approaches to Build a Dialogue Dataset for Hate Speech CounteringCode1
Humans Keep It One Hundred: an Overview of AI JourneyCode1
Can Language Models Make Fun? A Case Study in Chinese Comical CrosstalkCode1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!Code1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
A Benchmark for Evaluating Machine Translation Metrics on Dialects Without Standard OrthographyCode1
Cascaded Text Generation with Markov TransformersCode1
Exploring Supervised and Unsupervised Rewards in Machine TranslationCode1
Implicit Representations of Meaning in Neural Language ModelsCode1
Facilitating large language model Russian adaptation with Learned Embedding PropagationCode1
Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text GenerationCode1
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text GenerationCode1
Critic-Guided Decoding for Controlled Text GenerationCode1
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language ModelingCode1
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
Cross-modal Memory Networks for Radiology Report GenerationCode1
A Comprehensive Survey of Accelerated Generation Techniques in Large Language ModelsCode1
CTRL: A Conditional Transformer Language Model for Controllable GenerationCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
Improving GAN Training with Probability Ratio Clipping and Sample ReweightingCode1
DALD: Improving Logits-based Detector without Logits from Black-box LLMsCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEsCode1
Data-to-Text Generation with Iterative Text EditingCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language GenerationCode1
An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text GenerationCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Injecting Entity Types into Entity-Guided Text GenerationCode1
iNLTK: Natural Language Toolkit for Indic LanguagesCode1
Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame BenchmarkCode1
A Survey of Knowledge-Enhanced Text GenerationCode1
Data-to-text Generation with Variational Sequential PlanningCode1
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only TrainingCode1
Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space TranslationCode1
Adaptive Markup Language Generation for Contextually-Grounded Visual Document UnderstandingCode1
A Survey of RWKVCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
A Langevin-like Sampler for Discrete DistributionsCode1
Exploiting Novel GPT-4 APIsCode1
An Empirical Study of GPT-4o Image Generation CapabilitiesCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Calibrating Large Language Models Using Their Generations OnlyCode1
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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