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 901–950 of 5335 papers

TitleStatusHype
Human Speech Perception in Noise: Can Large Language Models Paraphrase to Improve It?Code0
Zero-shot Factual Consistency Evaluation Across DomainsCode0
Openstory++: A Large-scale Dataset and Benchmark for Instance-aware Open-domain Visual StorytellingCode1
Empathy Level Alignment via Reinforcement Learning for Empathetic Response GenerationCode1
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
MedSyn: LLM-based Synthetic Medical Text Generation FrameworkCode1
Improving Multilingual Neural Machine Translation by Utilizing Semantic and Linguistic FeaturesCode0
MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated CapabilitiesCode3
Adversarial Text Rewriting for Text-aware Recommender SystemsCode1
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMsCode1
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
Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text GenerationCode1
Multi-group Uncertainty Quantification for Long-form Text Generation—0
Efficient Inference of Vision Instruction-Following Models with Elastic CacheCode1
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
Positive Text Reframing under Multi-strategy OptimizationCode0
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications—0
Generative artificial intelligence in dentistry: Current approaches and future challenges—0
Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data?—0
A Survey of Text Style Transfer: Applications and Ethical Implications—0
Retrieve, Generate, Evaluate: A Case Study for Medical Paraphrases Generation with Small Language ModelsCode0
Robust Privacy Amidst Innovation with Large Language Models Through a Critical Assessment of the RisksCode0
Harmonizing Visual Text Comprehension and GenerationCode2
Finetuning Generative Large Language Models with Discrimination Instructions for Knowledge Graph CompletionCode1
Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines—0
StylusAI: Stylistic Adaptation for Robust German Handwritten Text Generation—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
Token-Picker: Accelerating Attention in Text Generation with Minimized Memory Transfer via Probability Estimation—0
Text Style Transfer: An Introductory Overview—0
Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning—0
Improving Citation Text Generation: Overcoming Limitations in Length Control—0
Intelligent Artistic Typography: A Comprehensive Review of Artistic Text Design and GenerationCode2
Check-Eval: A Checklist-based Approach for Evaluating Text Quality—0
Impact of Model Size on Fine-tuned LLM Performance in Data-to-Text Generation: A State-of-the-Art Investigation—0
Visual Text Generation in the Wild—0
Contrastive Learning with Counterfactual Explanations for Radiology Report Generation—0
ViLLa: Video Reasoning Segmentation with Large Language ModelCode1
Differential Privacy Mechanisms in Neural Tangent Kernel Regression—0
Combining Constraint Programming Reasoning with Large Language Model Predictions—0
Turning Generative Models Degenerate: The Power of Data Poisoning Attacks—0
MASIVE: Open-Ended Affective State Identification in English and SpanishCode0
ReFeR: Improving Evaluation and Reasoning through Hierarchy of ModelsCode0
How Control Information Influences Multilingual Text Image Generation and Editing?Code0
Private prediction for large-scale synthetic text generation—0
What's Wrong? Refining Meeting Summaries with LLM FeedbackCode0
SwitchCIT: Switching for Continual Instruction Tuning—0
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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