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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 4651–4700 of 5335 papers

TitleStatusHype
Generating Referential Descriptions Involving Relations by a Best-First Searching Procedure -- A System Demo—0
Informed Sampling for Diversity in Concept-to-Text NLG—0
Generating Sentence Planning Variations for Story Telling—0
Generating Sentence Planning Variations for Story Telling—0
Generating sets of related sentences from input seed features—0
Generating Situated Assisting Utterances to Facilitate Tactile-Map Understanding: A Prototype System—0
Generating Stories Using Role-playing Games and Simulated Human-like Conversations—0
Generating Student Feedback from Time-Series Data Using Reinforcement Learning—0
Generating summaries of hospitalizations: A new metric to assess the complexity of medical terms and their definitions—0
Generating Summaries of Line Graphs—0
Generating Summaries of Sets of Consumer Products: Learning from Experiments—0
Generating Syntactic Paraphrases—0
Generating Synthetic Text Data to Evaluate Causal Inference Methods—0
Generating Text from Anonymised Structures—0
Generating Texts with Integer Linear Programming—0
Generating Textual Explanations for Machine Learning Models Performance: A Table-to-Text Task—0
Generating Text with Correct Verb Conjugation: Proposal for a New Automatic Conjugator with NooJ—0
Generating titles for millions of browse pages on an e-Commerce site—0
Generating Valence Shifted Turkish Sentences—0
Generating Watermarked Adversarial Texts—0
Generating Weather Forecast Texts with Case Based Reasoning—0
Generation for Grammar Engineering—0
Generation from Abstract Meaning Representation using Tree Transducers—0
Generation of Company descriptions using concept-to-text and text-to-text deep models: dataset collection and systems evaluation—0
Generation of Hip-Hop Lyrics with Hierarchical Modeling and Conditional Templates—0
Generation of landmark-based navigation instructions from open-source data—0
Generation of Quantified Referring Expressions: Evidence from Experimental Data—0
Generation of Verbal Stems in Derivationally Rich Language—0
Generative Adversarial Imitation Learning for Empathy-based AI—0
Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances—0
Generative Adversarial Network Training is a Continual Learning Problem—0
Exploring Gen-AI applications in building research and industry: A review—0
Generative AI-Based Text Generation Methods Using Pre-Trained GPT-2 Model—0
Generative AI for Hate Speech Detection: Evaluation and Findings—0
Generative Artificial Intelligence: A Systematic Review and Applications—0
Generative artificial intelligence in dentistry: Current approaches and future challenges—0
Generative Cooperative Networks for Natural Language Generation—0
Generative Design Ideation: A Natural Language Generation Approach—0
Generative Forests—0
Generative Incremental Dependency Parsing with Neural Networks—0
Generative Knowledge Transfer for Neural Language Models—0
Generative latent neural models for automatic word alignment—0
Generative Pretraining for Paraphrase Evaluation—0
Generative Pretraining for Paraphrase Evaluation—0
Generative Text Steganography with Large Language Model—0
Generative Transformers for Design Concept Generation—0
Generative Verifiers: Reward Modeling as Next-Token Prediction—0
Text Generation with Diffusion Language Models: A Pre-training Approach with Continuous Paragraph Denoise—0
GenNext: A Consolidated Domain Adaptable NLG System—0
GenNI: Human-AI Collaboration for Data-Backed Text Generation—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