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 901950 of 5335 papers

TitleStatusHype
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
Joint Localization and Activation Editing for Low-Resource Fine-TuningCode1
RetGen: A Joint framework for Retrieval and Grounded Text Generation ModelingCode1
Grammar Prompting for Domain-Specific Language Generation with Large Language ModelsCode1
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy OptimizationCode1
Conditioned Query Generation for Task-Oriented Dialogue SystemsCode1
Joint Generator-Ranker Learning for Natural Language GenerationCode1
Is ChatGPT Involved in Texts? Measure the Polish Ratio to Detect ChatGPT-Generated TextCode1
Conditioned Text Generation with Transfer for Closed-Domain Dialogue SystemsCode1
Graph Pre-training for AMR Parsing and GenerationCode1
Is GPT-4 a Good Data Analyst?Code1
AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-TuningCode1
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge GraphsCode1
Grounding Language Models for Visual Entity RecognitionCode1
Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive ContextsCode1
Sparse Text GenerationCode1
Concadia: Towards Image-Based Text Generation with a PurposeCode1
SP-GPT2: Semantics Improvement in Vietnamese Poetry GenerationCode1
GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial NetworksCode1
Investigating African-American Vernacular English in Transformer-Based Text GenerationCode1
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
StablePrompt: Automatic Prompt Tuning using Reinforcement Learning for Large Language ModelsCode1
Explaining Relationships Between Scientific DocumentsCode1
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
CiteTracker: Correlating Image and Text for Visual TrackingCode1
CityGPT: Empowering Urban Spatial Cognition of Large Language ModelsCode1
Concept Bottleneck Large Language ModelsCode1
Investigating Pretrained Language Models for Graph-to-Text GenerationCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue SystemsCode1
Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement LearningCode1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation ApproachCode1
INSTRUCTSCORE: Explainable Text Generation Evaluation with Finegrained FeedbackCode1
Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic FidelityCode1
Interpreting Language Models with Contrastive ExplanationsCode1
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP ModelsCode1
Click: Controllable Text Generation with Sequence Likelihood Contrastive LearningCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
Syntax-guided Controlled Generation of ParaphrasesCode1
Synthesizer: Rethinking Self-Attention in Transformer ModelsCode1
Synthetically generated text for supervised text analysisCode1
Is ChatGPT a Good NLG Evaluator? A Preliminary StudyCode1
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination DetectionCode1
COLLIE: Systematic Construction of Constrained Text Generation TasksCode1
How Good Are GPT Models at Machine Translation? A Comprehensive EvaluationCode1
Tailoring Language Generation Models under Total Variation DistanceCode1
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text GenerationCode1
How Large Language Models are Transforming Machine-Paraphrased PlagiarismCode1
How to Select Datapoints for Efficient Human Evaluation of NLG Models?Code1
A Theoretical Analysis of the Repetition Problem in Text GenerationCode1
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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 (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)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