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 3501–3550 of 5335 papers

TitleStatusHype
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations—0
A Mutation-based Text Generation for Adversarial Machine Learning Applications—0
An ACG Analysis of the G-TAG Generation Process—0
Unlocking the Power of GANs in Non-Autoregressive Text Generation—0
I Cast Detect Thoughts: Learning to Converse and Guide with Intents and Theory-of-Mind in Dungeons and Dragons—0
Analysing Data-To-Text Generation Benchmarks—0
Analysing the Integration of Semantic Web Features for Document Planning across Genres—0
Analysis of Plan-based Retrieval for Grounded Text Generation—0
Analysis of Uvama Urubugal in Tamil Sangam Literatures—0
Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?—0
Analyzing Linguistic Knowledge in Sequential Model of Sentence—0
Analyzing Persuasion Strategies of Debaters on Social Media—0
Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models—0
An Analysis of the Ability of Statistical Language Models to Capture the Structural Properties of Language—0
An Analysis of the Effects of Decoding Algorithms on Fairness in Open-Ended Language Generation—0
An Annotated Corpus of Film Dialogue for Learning and Characterizing Character Style—0
An Application of Pseudo-Log-Likelihoods to Natural Language Scoring—0
An Assessment of ChatGPT on Log Data—0
Anatomy-Guided Radiology Report Generation with Pathology-Aware Regional Prompts—0
A Natural Bias for Language Generation Models—0
A Natural Language Instructor for pedestrian navigation based in generation by selection—0
An Augmented Transformer Architecture for Natural Language Generation Tasks—0
An automated medical scribe for documenting clinical encounters—0
An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation—0
An Automatic Method for Building a Data-to-Text Generator—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
An Efficient Keyframes Selection Based Framework for Video Captioning—0
An Empirical Approach for Modeling Fuzzy Geographical Descriptors—0
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering—0
An Empirical Study of Extrapolation in Text Generation with Scalar Control—0
An Empirical Study of Generating Texts for Search Engine Advertising—0
An Empirical Study on Learning and Improving the Search Objective for Unsupervised Paraphrasing—0
An Encoder with non-Sequential Dependency for Neural Data-to-Text Generation—0
End-to-End Video Captioning—0
An Ensemble Method Based on the Combination of Transformers with Convolutional Neural Networks to Detect Artificially Generated Text—0
An Essay on Self-explanatory Computational Intelligence: A Linguistic Model of Data Processing Systems—0
A Neural Approach to Pun Generation—0
An evaluation of template and ML-based generation of user-readable text from a knowledge graph—0
A New Approach for Idiom Identification Using Meanings and the Web—0
An Exploration of Post-Editing Effectiveness in Text Summarization—0
An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation—0
An eye-tracking evaluation of some parser complexity metrics—0
An implementation of a Latvian resource grammar in Grammatical Framework—0
An In-depth Investigation of User Response Simulation for Conversational Search—0
An NLG System for Constituent Correspondence: Personality, Affect, and Alignment—0
Annotating Errors and Emotions in Human-Chatbot Interactions in Italian—0
Annotating Event Appearance for Japanese Chess Commentary Corpus—0
Annotating Modality Expressions and Event Factuality for a Japanese Chess Commentary Corpus—0
Annotation Inconsistency and Entity Bias in MultiWOZ—0
Annotation of Online Shopping Images without Labeled Training Examples—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