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 2551–2600 of 5335 papers

TitleStatusHype
Hierarchical Implicit Models and Likelihood-Free Variational Inference—0
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models—0
Incorporating Side Information into Recurrent Neural Network Language Models—0
Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions—0
Data-Driven News Generation for Automated Journalism—0
Incremental Dialogue Management: Survey, Discussion, and Implications for HRI—0
Inner-Probe: Discovering Copyright-related Data Generation in LLM Architecture—0
Incremental Query Generation—0
A Disease Labeler for Chinese Chest X-Ray Report Generation—0
Automatically Generating Rhythmic Verse with Neural Networks—0
``Hidden semantics'': what can we learn from the names in an ontology?—0
Heterogeneous Graph Transformer for Graph-to-Sequence Learning—0
Individual and Domain Adaptation in Sentence Planning for Dialogue—0
Individual Variation in the Choice of Referential Form—0
Co-PoeTryMe: a Co-Creative Interface for the Composition of Poetry—0
QET: Enhancing Quantized LLM Parameters and KV cache Compression through Element Substitution and Residual Clustering—0
Cool-Fusion: Fuse Large Language Models without Training—0
Inference acceleration for large language models using "stairs" assisted greedy generation—0
A Multi-Dimensional Bayesian Approach to Lexical Style—0
Automatically Generating Questions about Novel Metaphors in Literature—0
Knowledge Graph-Augmented Korean Generative Commonsense Reasoning—0
Inferring Selectional Preferences from Part-Of-Speech N-grams—0
Knowledge Graph for NLG in the context of conversational agents—0
Hello, It's GPT-2 - How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems—0
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation—0
Inflection Generation for Spanish Verbs using Supervised Learning—0
Conversational Planning for Personal Plans—0
Automatically Generating Macro Research Reports from a Piece of News—0
IFDID: Information Filter upon Diversity-Improved Decoding for Diversity-Faithfulness Tradeoff in NLG—0
Information Gravity: A Field-Theoretic Model for Token Selection in Large Language Models—0
Information Structure Prediction for Visual-world Referring Expressions—0
Informative Text Generation from Knowledge Triples—0
Informativity in Image Captions vs. Referring Expressions—0
Informed Named Entity Recognition Decoding for Generative Language Models—0
Infusing NLU into Automatic Question Generation—0
De-Biased Court's View Generation with Causality—0
Conversational Agent for Daily Living Assessment Coaching Demo—0
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation—0
Injecting knowledge into language generation: a case study in auto-charting after-visit care instructions from medical dialogue—0
Injecting Lexical Contrast into Word Vectors by Guiding Vector Space Specialisation—0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries—0
Unified Generative & Dense Retrieval for Query Rewriting in Sponsored Search—0
Innovations in Neural Data-to-text Generation: A Survey—0
Input-length-shortening and text generation via attention values—0
HDGlyph: A Hierarchical Disentangled Glyph-Based Framework for Long-Tail Text Rendering in Diffusion Models—0
A Multi-Attention based Neural Network with External Knowledge for Story Ending Predicting Task—0
A Character-based Diffusion Embedding Algorithm for Enhancing the Generation Quality of Generative Linguistic Steganographic Texts—0
Input-Tuning: Adapting Unfamiliar Inputs to Frozen Pretrained Models—0
Décodage guidé par un discriminateur avec le Monte Carlo Tree Search pour la génération de texte contrainte (Discriminator-guided decoding with Monte Carlo Tree Search for constrained text generation )—0
Knowledge Graphs for Multilingual Language Translation and 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