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 851900 of 5335 papers

TitleStatusHype
Paranoid Transformer: Reading Narrative of Madness as Computational Approach to CreativityCode1
Paraphrase Generation with Latent Bag of WordsCode1
Partially-Aligned Data-to-Text Generation with Distant SupervisionCode1
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMsCode1
Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEGCode1
Peptide-GPT: Generative Design of Peptides using Generative Pre-trained Transformers and Bio-informatic SupervisionCode1
Deep Graph Convolutional Encoders for Structured Data to Text GenerationCode1
Causal-aware Safe Policy Improvement for Task-oriented dialogueCode1
Personalized Prompt Learning for Explainable RecommendationCode1
Personalized Response Generation via Generative Split Memory NetworkCode1
CBF-LLM: Safe Control for LLM AlignmentCode1
PETGEN: Personalized Text Generation Attack on Deep Sequence Embedding-based Classification ModelsCode1
Almost AI, Almost Human: The Challenge of Detecting AI-Polished WritingCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
Attribute First, then Generate: Locally-attributable Grounded Text GenerationCode1
Retrieval augmentation of large language models for lay language generationCode1
Parameterized Synthetic Text Generation with SimpleStoriesCode1
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving ModelsCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
Write and Paint: Generative Vision-Language Models are Unified Modal LearnersCode1
AI-generated text boundary detection with RoFTCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word OrderCode1
Discovering Textual Structures: Generative Grammar Induction using Template TreesCode1
Progressive Transformer-Based Generation of Radiology ReportsCode1
PromptCast: A New Prompt-based Learning Paradigm for Time Series ForecastingCode1
RARR: Researching and Revising What Language Models Say, Using Language ModelsCode1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic EvaluationCode1
Data-to-Text Bilingual GenerationCode1
PROXYQA: An Alternative Framework for Evaluating Long-Form Text Generation with Large Language ModelsCode1
Data Feedback Loops: Model-driven Amplification of Dataset BiasesCode1
QTSumm: Query-Focused Summarization over Tabular DataCode1
Quantum Natural Language Generation on Near-Term DevicesCode1
Quark: Controllable Text Generation with Reinforced UnlearningCode1
DART: Open-Domain Structured Data Record to Text GenerationCode1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language ModelsCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
Data-to-Text Generation with Iterative Text EditingCode1
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text GenerationCode1
ReasonDrive: Efficient Visual Question Answering for Autonomous Vehicles with Reasoning-Enhanced Small Vision-Language ModelsCode1
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning ExamplesCode1
REBEL: Relation Extraction By End-to-end Language generationCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
RegaVAE: A Retrieval-Augmented Gaussian Mixture Variational Auto-Encoder for Language ModelingCode1
Chart-to-Text: A Large-Scale Benchmark for Chart SummarizationCode1
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer ModelCode1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRTCode1
CROW: Eliminating Backdoors from Large Language Models via Internal Consistency RegularizationCode1
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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 (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)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