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 451–500 of 5335 papers

TitleStatusHype
SEMQA: Semi-Extractive Multi-Source Question AnsweringCode1
Which is better? Exploring Prompting Strategy For LLM-based MetricsCode1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsCode1
HWD: A Novel Evaluation Score for Styled Handwritten Text GenerationCode1
LitCab: Lightweight Language Model Calibration over Short- and Long-form ResponsesCode1
The Eval4NLP 2023 Shared Task on Prompting Large Language Models as Explainable MetricsCode1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLMCode1
Text generation for dataset augmentation in security classification tasksCode1
Towards Understanding Sycophancy in Language ModelsCode1
Improving Question Generation with Multi-level Content PlanningCode1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code SynthesisCode1
Knowledge-Augmented Language Model VerificationCode1
NameGuess: Column Name Expansion for Tabular DataCode1
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal AdapterCode1
Zero-shot Faithfulness Evaluation for Text Summarization with Foundation Language ModelCode1
RegaVAE: A Retrieval-Augmented Gaussian Mixture Variational Auto-Encoder for Language ModelingCode1
Generating Summaries with Controllable Readability LevelsCode1
Motion2Language, unsupervised learning of synchronized semantic motion segmentationCode1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language ModelsCode1
VLIS: Unimodal Language Models Guide Multimodal Language GenerationCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
Reward-Augmented Decoding: Efficient Controlled Text Generation With a Unidirectional Reward ModelCode1
EasyGen: Easing Multimodal Generation with BiDiffuser and LLMsCode1
Improving Large Language Models in Event Relation Logical PredictionCode1
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination DetectionCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Multimodal Graph Learning for Generative TasksCode1
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented ModelsCode1
Sparse Fine-tuning for Inference Acceleration of Large Language ModelsCode1
Generative quantum machine learning via denoising diffusion probabilistic modelsCode1
Latent Diffusion Model for DNA Sequence GenerationCode1
Aligning Language Models with Human Preferences via a Bayesian ApproachCode1
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text GenerationCode1
AGIR: Automating Cyber Threat Intelligence Reporting with Natural Language GenerationCode1
Integrating UMLS Knowledge into Large Language Models for Medical Question AnsweringCode1
Label Supervised LLaMA FinetuningCode1
Closing the Curious Case of Neural Text DegenerationCode1
TIGERScore: Towards Building Explainable Metric for All Text Generation TasksCode1
Controllable Text Generation with Residual Memory TransformerCode1
Striking Gold in Advertising: Standardization and Exploration of Ad Text GenerationCode1
Less is More for Long Document Summary Evaluation by LLMsCode1
Cognitive Mirage: A Review of Hallucinations in Large Language ModelsCode1
Auto-Regressive Next-Token Predictors are Universal LearnersCode1
LM-Infinite: Zero-Shot Extreme Length Generalization for Large Language ModelsCode1
Towards Vision-Language Mechanistic Interpretability: A Causal Tracing Tool for BLIPCode1
Out of the Cage: How Stochastic Parrots Win in Cyber Security EnvironmentsCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
Red-Teaming Large Language Models using Chain of Utterances for Safety-AlignmentCode1
A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and LanguagesCode1
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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