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 51015150 of 5335 papers

TitleStatusHype
Adapting Knowledge for Few-shot Table-to-Text GenerationCode0
Unsupervised Morphology Learning with Statistical ParadigmsCode0
Open-Domain Text Evaluation via Contrastive Distribution MethodsCode0
Adversarial Attack and Defense on Graph Data: A SurveyCode0
OpenFActScore: Open-Source Atomic Evaluation of Factuality in Text GenerationCode0
Few-Shot NLG with Pre-Trained Language ModelCode0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
Bollyrics: Automatic Lyrics Generator for Romanised HindiCode0
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language GenerationCode0
Unsupervised Natural Language Generation with Denoising AutoencodersCode0
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition TimeCode0
Faster Minimum Bayes Risk Decoding with Confidence-based PruningCode0
Visually Dehallucinative Instruction GenerationCode0
Operations Guided Neural Networks for High Fidelity Data-To-Text GenerationCode0
Visually Guided Decoding: Gradient-Free Hard Prompt Inversion with Language ModelsCode0
Training for Diversity in Image Paragraph CaptioningCode0
OptAGAN: Entropy-based finetuning on text VAE-GANCode0
Training language GANs from ScratchCode0
DaMata: A Robot-Journalist Covering the Brazilian Amazon DeforestationCode0
SeqGAN: Sequence Generative Adversarial Nets with Policy GradientCode0
DAHL: Domain-specific Automated Hallucination Evaluation of Long-Form Text through a Benchmark Dataset in BiomedicineCode0
BMX: Boosting Natural Language Generation Metrics with ExplainabilityCode0
A Semi-Supervised Approach for Low-Resourced Text GenerationCode0
AAKT: Enhancing Knowledge Tracing with Alternate Autoregressive ModelingCode0
Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text GenerationCode0
A Dual Encoder Sequence to Sequence Model for Open-Domain Dialogue ModelingCode0
Fast and Simple Mixture of Softmaxes with BPE and Hybrid-LightRNN for Language GenerationCode0
Order-Planning Neural Text Generation From Structured DataCode0
A Syntactic Neural Model for General-Purpose Code GenerationCode0
When to Trust LLMs: Aligning Confidence with Response QualityCode0
Othering and low status framing of immigrant cuisines in US restaurant reviews and large language modelsCode0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in SummarizationCode0
Sequence-to-Sequence Learning as Beam-Search OptimizationCode0
Faithful Low-Resource Data-to-Text Generation through Cycle TrainingCode0
The Impact of Prompts on Zero-Shot Detection of AI-Generated TextCode0
Faithful Abstractive Summarization via Fact-aware Consistency-constrained TransformerCode0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
FaithCAMERA: Construction of a Faithful Dataset for Ad Text GenerationCode0
FactSpotter: Evaluating the Factual Faithfulness of Graph-to-Text GenerationCode0
Facts2Story: Controlling Text Generation by Key FactsCode0
Sequential Copying NetworksCode0
Overview of AuTexTification at IberLEF 2023: Detection and Attribution of Machine-Generated Text in Multiple DomainsCode0
Unsupervised Sentence Textual Similarity with Compositional Phrase SemanticsCode0
The Influence of Context on Sentence Acceptability JudgementsCode0
Current Limitations of Language Models: What You Need is RetrievalCode0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
Extroversion or Introversion? Controlling The Personality of Your Large Language ModelsCode0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive InvestigationCode0
Set-Aligning Framework for Auto-Regressive Event Temporal Graph GenerationCode0
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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