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

Showing 28512900 of 5335 papers

TitleStatusHype
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks0
Entertainment chatbot for the digital inclusion of elderly people without abstraction capabilities0
Entity-based De-noising Modeling for Controllable Dialogue Summarization0
Entity-Based Semantic Adequacy for Data-to-Text Generation0
Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation0
Proceedings of the 12th International Conference on Natural Language Generation0
Proceedings of the 14th European Workshop on Natural Language Generation0
Proceedings of the 15th European Workshop on Natural Language Generation (ENLG)0
Proceedings of the 2nd International Workshop on Natural Language Generation and the Semantic Web (WebNLG 2016)0
Proceedings of the 3rd Workshop on Computational Creativity in Natural Language Generation (CC-NLG 2018)0
Proceedings of the 8th International Natural Language Generation Conference (INLG)0
Proceedings of the 9th International Natural Language Generation conference0
Proceedings of the INLG 2016 Workshop on Computational Creativity in Natural Language Generation0
Proceedings of the INLG and SIGDIAL 2014 Joint Session0
Proceedings of the Linguistic Resources for Automatic Natural Language Generation - LiRA@NLG0
Proceedings of the Workshop on Computational Creativity in Natural Language Generation (CC-NLG 2017)0
Proceedings of the Workshop on Intelligent Interactive Systems and Language Generation (2IS\&NLG)0
Proceedings of the Workshop on Methods for Optimizing and Evaluating Neural Language Generation0
Process Based Evaluation of Computer Generated Poetry0
Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows0
Process-To-Text: A Framework for the Quantitative Description of Processes in Natural Language0
Programmable Annotation with Diversed Heuristics and Data Denoising0
ProjB: An Improved Bilinear Biased ProjE model for Knowledge Graph Completion0
Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines0
Promoting Graph Awareness in Linearized Graph-to-Text Generation0
Prompt-Efficient Fine-Tuning for GPT-like Deep Models to Reduce Hallucination and to Improve Reproducibility in Scientific Text Generation Using Stochastic Optimisation Techniques0
PromptExp: Multi-granularity Prompt Explanation of Large Language Models0
Role-playing Prompt Framework: Generation and Evaluation0
Prompt-Guided Generation of Structured Chest X-Ray Report Using a Pre-trained LLM0
Prompting a Weighting Mechanism into LLM-as-a-Judge in Two-Step: A Case Study0
Prompt Inject Detection with Generative Explanation as an Investigative Tool0
Prompt Perturbation in Retrieval-Augmented Generation based Large Language Models0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks0
Prompt Sketching for Large Language Models0
Proposal Report for the 2nd SciCAP Competition 20240
proScript: Partially Ordered Scripts Generation via Pre-trained Language Models0
proScript: Partially Ordered Scripts Generation0
ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses0
Prototype of a robotic system to assist the learning process of English language with text-generation through DNN0
Provably Confidential Language Modelling0
Pruned Graph Neural Network for Short Story Ordering0
PS-GAN: Feature augmented text generation in Telugu0
PSP: Pre-trained Soft Prompts for Few-Shot Abstractive Summarization0
Psycholinguistic Models of Sentence Processing Improve Sentence Readability Ranking0
Putting the Con in Context: Identifying Deceptive Actors in the Game of Mafia0
PyDial: A Multi-domain Statistical Dialogue System Toolkit0
PyOpenDial: A Python-based Domain-Independent Toolkit for Developing Spoken Dialogue Systems with Probabilistic Rules0
QASE Enhanced PLMs: Improved Control in Text Generation for MRC0
QCQA: Quality and Capacity-aware grouped Query Attention0
QE-EBM: Using Quality Estimators as Energy Loss for Machine Translation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified