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 751800 of 5335 papers

TitleStatusHype
Generating Training Data with Language Models: Towards Zero-Shot Language UnderstandingCode1
XAlign: Cross-lingual Fact-to-Text Alignment and Generation for Low-Resource LanguagesCode1
Regression Transformer: Concurrent sequence regression and generation for molecular language modelingCode1
DiscoScore: Evaluating Text Generation with BERT and Discourse CoherenceCode1
Improving Chest X-Ray Report Generation by Leveraging Warm StartingCode1
Context-Tuning: Learning Contextualized Prompts for Natural Language GenerationCode1
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset CreationCode1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender SystemCode1
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language GenerationCode1
Measuring Attribution in Natural Language Generation ModelsCode1
NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead HeuristicsCode1
Massive-scale Decoding for Text Generation using LatticesCode1
Step-unrolled Denoising Autoencoders for Text GenerationCode1
Spinning Language Models: Risks of Propaganda-As-A-Service and CountermeasuresCode1
Bidimensional Leaderboards: Generate and Evaluate Language Hand in HandCode1
InfoLM: A New Metric to Evaluate Summarization & Data2Text GenerationCode1
ZeroCap: Zero-Shot Image-to-Text Generation for Visual-Semantic ArithmeticCode1
Octree Transformer: Autoregressive 3D Shape Generation on Hierarchically Structured SequencesCode1
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language ModelingCode1
L-Verse: Bidirectional Generation Between Image and TextCode1
Knowledge-Enriched Natural Language GenerationCode1
REBEL: Relation Extraction By End-to-end Language generationCode1
Unifying Multimodal Transformer for Bi-directional Image and Text GenerationCode1
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction predictionCode1
BEAMetrics: A Benchmark for Language Generation Evaluation EvaluationCode1
Open Domain Question Answering with A Unified Knowledge InterfaceCode1
Hate a Little Less, Love a Little More! Proactively Curbing Online Hatred via Hate Speech NormalizationCode1
FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metricsfor Automatic Text GenerationCode1
Control Prefixes for Parameter-Efficient Text GenerationCode1
Coherence boosting: When your pretrained language model is not paying enough attentionCode1
Solving Aspect Category Sentiment Analysis as a Text Generation TaskCode1
MReD: A Meta-Review Dataset for Structure-Controllable Text GenerationCode1
Differentially Private Fine-tuning of Language ModelsCode1
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational TransformerCode1
Learning Compact Metrics for MTCode1
Yuan 1.0: Large-Scale Pre-trained Language Model in Zero-Shot and Few-Shot LearningCode1
SP-GPT2: Semantics Improvement in Vietnamese Poetry GenerationCode1
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic FactorsCode1
Self-conditioning pre-trained language modelsCode1
TURINGBENCH: A Benchmark Environment for Turing Test in the Age of Neural Text GenerationCode1
Parallel Refinements for Lexically Constrained Text Generation with BARTCode1
Weakly Supervised Contrastive Learning for Chest X-Ray Report GenerationCode1
TrOCR: Transformer-based Optical Character Recognition with Pre-trained ModelsCode1
A Plug-and-Play Method for Controlled Text GenerationCode1
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language GenerationCode1
Commonsense-Focused Dialogues for Response Generation: An Empirical StudyCode1
PETGEN: Personalized Text Generation Attack on Deep Sequence Embedding-based Classification ModelsCode1
A Temporal Variational Model for Story GenerationCode1
CPT: A Pre-Trained Unbalanced Transformer for Both Chinese Language Understanding and GenerationCode1
COSMic: A Coherence-Aware Generation Metric for Image DescriptionsCode1
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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