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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 2351–2400 of 5335 papers

TitleStatusHype
Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions—0
Incremental Generation of Visually Grounded Language in Situated Dialogue (demonstration system)—0
IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages—0
How to Choose Pretrained Handwriting Recognition Models for Single Writer Fine-Tuning—0
CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding—0
Automatic Detection of Document Organizational Structure from Visual and Lexical Markers (D\'etection automatique de la structure organisationnelle de documents \`a partir de marqueurs visuels et lexicaux) [in French]—0
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations—0
How Much Annotation is Needed to Compare Summarization Models?—0
Automatic detection of cognitive impairment in elderly people using an entertainment chatbot with Natural Language Processing capabilities—0
Incorporating Global Visual Features into Attention-based Neural Machine Translation.—0
Evaluation empirique de la sécurisation et de l'alignement de ChatGPT et Gemini: analyse comparative des vulnérabilités par expérimentations de jailbreaks—0
Automatic Corpus Extension for Data-driven Natural Language Generation—0
Incorporate Semantic Structures into Machine Translation Evaluation via UCCA—0
How Do Seq2Seq Models Perform on End-to-End Data-to-Text Generation?—0
How do Pre-Trained Models Support Software Engineering? An Empirical Study in Hugging Face—0
A multimodal interpreter for 3D visualization and animation of verbal concepts—0
Incorporating Background Knowledge into Video Description Generation—0
Dependency Structure for News Document Summarization—0
How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling?—0
Automatic Construction of Evaluation Suites for Natural Language Generation Datasets—0
Automatic Conditional Generation of Personalized Social Media Short Texts—0
How can we adapt generation to the user's cognitive load?—0
Hot PATE: Private Aggregation of Distributions for Diverse Task—0
Hotel Scribe: Generating High Variation Hotel Descriptions—0
CoSteer: Collaborative Decoding-Time Personalization via Local Delta Steering—0
Inclusivity in Large Language Models: Personality Traits and Gender Bias in Scientific Abstracts—0
Homeostasis and Sparsity in Transformer—0
HOIGPT: Learning Long-Sequence Hand-Object Interaction with Language Models—0
COSMO: COntrastive Streamlined MultimOdal Model with Interleaved Pre-Training—0
How Chaotic Are Recurrent Neural Networks?—0
Hit the Sweet Spot! Span-Level Ensemble for Large Language Models—0
How Does In-Context Learning Help Prompt Tuning?—0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation—0
CoSMo: A constructor specification language for Abstract Wikipedia's content selection process—0
Automatic coding of students' writing via Contrastive Representation Learning in the Wasserstein space—0
Automatic Arabic Dialect Identification Systems for Written Texts: A Survey—0
How Effective are Generative Large Language Models in Performing Requirements Classification?—0
Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation—0
A Closer Look at Recent Results of Verb Selection for Data-to-Text NLG—0
HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysis—0
A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention—0
Correction of Errors in Preference Ratings from Automated Metrics for Text Generation—0
How much do language models copy from their training data? Evaluating linguistic novelty in text generation using RAVEN—0
How Privacy-Savvy Are Large Language Models? A Case Study on Compliance and Privacy Technical Review—0
How the Voynich Manuscript was created—0
How to Avoid Sentences Spelling Boring? Towards a Neural Approach to Unsupervised Metaphor Generation—0
A Multimodal Corpus of Rapid Dialogue Games—0
How to Describe Images in a More Funny Way? Towards a Modular Approach to Cross-Modal Sarcasm Generation—0
A distributed cloud-based dialog system for conversational application development—0
In-Context Demonstration Selection with Cross Entropy Difference—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