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 17511800 of 5335 papers

TitleStatusHype
Hierarchical Text Generation using an OutlineCode0
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical SurveyCode0
IIT (BHU) Varanasi at MSR-SRST 2018: A Language Model Based Approach for Natural Language GenerationCode0
HeavyWater and SimplexWater: Watermarking Low-Entropy Text DistributionsCode0
Core: Robust Factual Precision with Informative Sub-Claim IdentificationCode0
Hashed Watermark as a Filter: Defeating Forging and Overwriting Attacks in Weight-based Neural Network WatermarkingCode0
CGMH: Constrained Sentence Generation by Metropolis-Hastings SamplingCode0
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMsCode0
Copyright-Protected Language Generation via Adaptive Model FusionCode0
Copy mechanism and tailored training for character-based data-to-text generationCode0
A Graph-to-Sequence Model for AMR-to-Text GenerationCode0
Self-training from Self-memory in Data-to-text GenerationCode0
Automatically Neutralizing Subjective Bias in TextCode0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
ConvSDG: Session Data Generation for Conversational SearchCode0
Semantic Noise Matters for Neural Natural Language GenerationCode0
Handling Divergent Reference Texts when Evaluating Table-to-Text GenerationCode0
Guaranteed Generation from Large Language ModelsCode0
Guided Attention for Interpretable Motion CaptioningCode0
Semi-Offline Reinforcement Learning for Optimized Text GenerationCode0
Evaluation of Semantic Answer Similarity MetricsCode0
Challenges in Data-to-Document GenerationCode0
Automated Speech Generation from UN General Assembly Statements: Mapping Risks in AI Generated TextsCode0
Sentence Compression for Arbitrary Languages via Multilingual PivotingCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
GTA: Gated Toxicity Avoidance for LM Performance PreservationCode0
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning RepresentationCode0
Event Transition Planning for Open-ended Text GenerationCode0
Handling Rare Items in Data-to-Text GenerationCode0
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and RectificationCode0
HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty DecodingCode0
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related ApproachesCode0
Controlling the Focus of Pretrained Language Generation ModelsCode0
Grounded Intuition of GPT-Vision's Abilities with Scientific ImagesCode0
GRS: Combining Generation and Revision in Unsupervised Sentence SimplificationCode0
Set-Aligning Framework for Auto-Regressive Event Temporal Graph GenerationCode0
Controlling Text Edition by Changing Answers of Specific QuestionsCode0
Adding A Filter Based on The Discriminator to Improve Unconditional Text GenerationCode0
Shape of synth to come: Why we should use synthetic data for English surface realizationCode0
ExClaim: Explainable Neural Claim Verification Using RationalizationCode0
Graph Transformer for Graph-to-Sequence LearningCode0
Automated Medical Report Generation for ECG Data: Bridging Medical Text and Signal Processing with Deep LearningCode0
GraphText: Graph Reasoning in Text SpaceCode0
GreekBART: The First Pretrained Greek Sequence-to-Sequence ModelCode0
Graph-based Uncertainty Metrics for Long-form Language Model OutputsCode0
Automated learning of templates for data-to-text generation: comparing rule-based, statistical and neural methodsCode0
Controlling Large Language Model with Latent ActionsCode0
Controlling keywords and their positions in text generationCode0
Graph-based Keyword Planning for Legal Clause Generation from TopicsCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
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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