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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 2401–2450 of 5335 papers

TitleStatusHype
Evaluating Computational Language Models with Scaling Properties of Natural Language—0
Evaluating Compact LLMs for Zero-Shot Iberian Language Tasks on End-User Devices—0
CDM: Combining Extraction and Generation for Definition Modeling—0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs—0
A Glimpse in ChatGPT Capabilities and its impact for AI research—0
Adapting Pre-trained Generative Models for Extractive Question Answering—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
Evaluating an Automata Approach to Query Containment—0
Evaluating a Dynamic Time Warping Based Scoring Algorithm for Facial Expressions in ASL Animations—0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification—0
Eval all, trust a few, do wrong to none: Comparing sentence generation models—0
Argument Summarization and its Evaluation in the Era of Large Language Models—0
Ev2R: Evaluating Evidence Retrieval in Automated Fact-Checking—0
CBAG: Conditional Biomedical Abstract Generation—0
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation—0
CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs—0
Argument linking in LTAG: A constraint-based implementation with XMG—0
Aggregation methods for efficient collocation detection—0
Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models—0
Error-Correcting Neural Sequence Prediction—0
Error-Correcting Codes For Approximate Neural Sequence Prediction—0
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation—0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study—0
Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained Models—0
EoRA: Training-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation—0
ENTRUST: Argument Reframing with Language Models and Entailment—0
Category-Driven Content Selection—0
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators—0
Entropy-UID: A Method for Optimizing Information Density—0
Entropy optimized semi-supervised decomposed vector-quantized variational autoencoder model based on transfer learning for multiclass text classification and generation—0
Categorical SDEs with Simplex Diffusion—0
Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation—0
Entity-Based Semantic Adequacy for Data-to-Text Generation—0
Cat and Mouse -- Can Fake Text Generation Outpace Detector Systems?—0
A Review on Large Language Models for Visual Analytics—0
Entity-based De-noising Modeling for Controllable Dialogue Summarization—0
Entertainment chatbot for the digital inclusion of elderly people without abstraction capabilities—0
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks—0
CaseSummarizer: A System for Automated Summarization of Legal Texts—0
A Review of Digital Learning Environments for Teaching Natural Language Processing in K-12 Education—0
Ensembles and Cocktails: Robust Finetuning for Natural Language Generation—0
Ensemble Learning for Large Language Models in Text and Code Generation: A Survey—0
Case Relation Transformer: A Crossmodal Language Generation Model for Fetching Instructions—0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems—0
A Generative Model of Vector Space Semantics—0
Adapting LLMs for Efficient Context Processing through Soft Prompt Compression—0
Enriching and Controlling Global Semantics for Text Summarization—0
Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models—0
Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation—0
Enhancing Trust in Large Language Models with Uncertainty-Aware Fine-Tuning—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