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

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Showing 1801–1850 of 5335 papers

TitleStatusHype
An End-to-End Model for Photo-Sharing Multi-modal Dialogue GenerationCode0
PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars—0
Coupling without Communication and Drafter-Invariant Speculative DecodingCode0
JPEG-LM: LLMs as Image Generators with Canonical Codec Representations—0
CodeMirage: Hallucinations in Code Generated by Large Language Models—0
Exploring Retrieval Augmented Generation in ArabicCode0
Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey—0
Global-to-Local Support Spectrums for Language Model Explainability—0
AdTEC: A Unified Benchmark for Evaluating Text Quality in Search Engine AdvertisingCode0
Creating Arabic LLM Prompts at Scale—0
Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion—0
An Evaluation of Standard Statistical Models and LLMs on Time Series ForecastingCode0
Get Confused Cautiously: Textual Sequence Memorization Erasure with Selective Entropy Maximization—0
Multi-Turn Context Jailbreak Attack on Large Language Models From First Principles—0
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language ModelsCode0
Human Speech Perception in Noise: Can Large Language Models Paraphrase to Improve It?Code0
Zero-shot Factual Consistency Evaluation Across DomainsCode0
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
Improving Multilingual Neural Machine Translation by Utilizing Semantic and Linguistic FeaturesCode0
Harvesting Textual and Structured Data from the HAL Publication Repository—0
Inference acceleration for large language models using "stairs" assisted greedy generation—0
Cool-Fusion: Fuse Large Language Models without Training—0
LLMs' Understanding of Natural Language Revealed—0
The Power of Combining Data and Knowledge: GPT-4o is an Effective Interpreter of Machine Learning Models in Predicting Lymph Node Metastasis of Lung Cancer—0
Multi-group Uncertainty Quantification for Long-form Text Generation—0
Positive Text Reframing under Multi-strategy OptimizationCode0
Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data?—0
Generative artificial intelligence in dentistry: Current approaches and future challenges—0
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications—0
A Survey of Text Style Transfer: Applications and Ethical Implications—0
Robust Privacy Amidst Innovation with Large Language Models Through a Critical Assessment of the RisksCode0
Retrieve, Generate, Evaluate: A Case Study for Medical Paraphrases Generation with Small Language ModelsCode0
StylusAI: Stylistic Adaptation for Robust German Handwritten Text Generation—0
Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines—0
Token-Picker: Accelerating Attention in Text Generation with Minimized Memory Transfer via Probability Estimation—0
Intrinsic Self-correction for Enhanced Morality: An Analysis of Internal Mechanisms and the Superficial Hypothesis—0
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation—0
Improving Citation Text Generation: Overcoming Limitations in Length Control—0
Text Style Transfer: An Introductory Overview—0
Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning—0
Check-Eval: A Checklist-based Approach for Evaluating Text Quality—0
Visual Text Generation in the Wild—0
Impact of Model Size on Fine-tuned LLM Performance in Data-to-Text Generation: A State-of-the-Art Investigation—0
Contrastive Learning with Counterfactual Explanations for Radiology Report Generation—0
Combining Constraint Programming Reasoning with Large Language Model Predictions—0
Differential Privacy Mechanisms in Neural Tangent Kernel Regression—0
Turning Generative Models Degenerate: The Power of Data Poisoning Attacks—0
MASIVE: Open-Ended Affective State Identification in English and SpanishCode0
SwitchCIT: Switching for Continual Instruction Tuning—0
How Control Information Influences Multilingual Text Image Generation and Editing?Code0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified