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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 4301–4350 of 5335 papers

TitleStatusHype
PatternGPT :A Pattern-Driven Framework for Large Language Model Text Generation—0
Pay Attention when you Pay the Bills. A Multilingual Corpus with Dependency-based and Semantic Annotation of Collocations.—0
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models—0
PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars—0
Pel, A Programming Language for Orchestrating AI Agents—0
Penalty-based Sequence Generative Adversarial Networks with Enhanced Transformer for Text Generation—0
Perceived Trustworthiness of Natural Language Generators—0
Perception Score, A Learned Metric for Open-ended Text Generation Evaluation—0
Perceptions of Alignment and Personality in Generated Dialogue—0
Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale—0
Performance Optimization for Semantic Communications: An Attention-based Reinforcement Learning Approach—0
WeQA: A Benchmark for Retrieval Augmented Generation in Wind Energy Domain—0
PersianLLaMA: Towards Building First Persian Large Language Model—0
Personality-dependent Neural Text Summarization—0
Personality Driven Differences in Paraphrase Preference—0
Personalization of Large Language Models: A Survey—0
Personalized Multimodal Feedback Generation in Education—0
Personalized Patent Claim Generation and Measurement—0
Personalized Questions, Answers and Grammars: Aiding the Search for Relevant Web Information—0
Personalized Text Generation with Contrastive Activation Steering—0
PersonaMark: Personalized LLM watermarking for model protection and user attribution—0
PerspectiveNet: Multi-View Perception for Dynamic Scene Understanding—0
Persuasive Natural Language Generation -- A Literature Review—0
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation—0
Phase Transitions in Large Language Models and the O(N) Model—0
PIE: A Parallel Idiomatic Expression Corpus for Idiomatic Sentence Generation and Paraphrasing—0
LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback—0
PIXAR: Auto-Regressive Language Modeling in Pixel Space—0
PLANET: Dynamic Content Planning in Autoregressive Transformers for Long-form Text Generation—0
Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models—0
Planning Accessible Explanations for Entailments in OWL Ontologies—0
Planning with Learned Entity Prompts for Abstractive Summarization—0
Planning with Logical Graph-based Language Model for Instruction Generation—0
Plansformer: Generating Symbolic Plans using Transformers—0
Plug-and-Play Controller for Story Completion: A Pilot Study toward Emotion-aware Story Writing Assistance—0
Plug and Play Counterfactual Text Generation for Model Robustness—0
Plug-and-Play Recipe Generation with Content Planning—0
Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation—0
Plug-Tagger: A Pluggable Sequence Labeling Framework Using Language Models—0
Pluralizing Nouns across Agglutinating Bantu Languages—0
P-Masking: Power Law Masking Improves Multi-attribute Controlled Generation—0
PNAT: Non-autoregressive Transformer by Position Learning—0
Poem Machine - a Co-creative NLG Web Application for Poem Writing—0
Point Precisely: Towards Ensuring the Precision of Data in Generated Texts Using Delayed Copy Mechanism—0
Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation—0
Polish Corpus of Annotated Descriptions of Images—0
Political Depolarization of News Articles Using Attribute-aware Word Embeddings—0
Portuguese Text Generation from Large Corpora—0
PoseFix: Correcting 3D Human Poses with Natural Language—0
POSGen: Personalized Opening Sentence Generation for Online Insurance Sales—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