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 22012250 of 5335 papers

TitleStatusHype
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling0
AI-lead Court Debate Case Investigation0
Adaptive Layer-skipping in Pre-trained LLMs0
Fairness in LLM-Generated Surveys0
Cloning Ideology and Style using Deep Learning0
CLISTER : A Corpus for Semantic Textual Similarity in French Clinical Narratives0
A Step-Wise Weighting Approach for Controllable Text Generation0
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback0
Factuality of Large Language Models: A Survey0
CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs0
Factuality Challenges in the Era of Large Language Models0
A Statistical NLG Framework for Aggregated Planning and Realization0
AI Hallucinations: A Misnomer Worth Clarifying0
CLIP4Caption: CLIP for Video Caption0
Facts-and-Feelings: Capturing both Objectivity and Subjectivity in Table-to-Text Generation0
Clinical Text Generation through Leveraging Medical Concept and Relations0
A Statistical, Grammar-Based Approach to Microplanning0
FactLens: Benchmarking Fine-Grained Fact Verification0
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation0
Clinical Text Generation through Leveraging Medical Concept and Relations0
A Statistical Framework for Product Description Generation0
AI-Generated Content (AIGC): A Survey0
Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation0
F\^2-Softmax: Diversifying Neural Text Generation via Frequency Factorized Softmax0
F^2-Softmax: Diversifying Neural Text Generation via Frequency Factorized Softmax0
EzSQL: An SQL intermediate representation for improving SQL-to-text Generation0
Clinical Insights: A Comprehensive Review of Language Models in Medicine0
Assisted Nominalization for Academic English Writing0
Extractive Summary as Discrete Latent Variables0
Clinical Context-aware Radiology Report Generation from Medical Images using Transformers0
Extractive email thread summarization: Can we do better than He Said She Said?0
Extracting Linguistic Resources from the Web for Concept-to-Text Generation0
CliMedBERT: A Pre-trained Language Model for Climate and Health-related Text0
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution0
AI Content Self-Detection for Transformer-based Large Language Models0
Click or Type: An Analysis of Wizard's Interaction for Future Wizard Interface Design0
Extracting a Lexicon of Discourse Connectives in Czech from an Annotated Corpus0
Extracting a bilingual semantic grammar from FrameNet-annotated corpora0
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution0
Extending WordNet with Fine-Grained Collocational Information via Supervised Distributional Learning0
Assessing Political Bias in Large Language Models0
A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining0
Expressive NLG for Next-Generation Learning Environments: Language, Affect, and Narrative0
Classroom Slide Narration System0
Classifying Taxonomic Relations between Pairs of Wikipedia Articles0
Exposing Bias in Online Communities through Large-Scale Language Models0
EXPLORING VULNERABILITIES OF BERT-BASED APIS0
Classifiers for data-driven deep sentence generation0
Classifiers are Better Experts for Controllable Text Generation0
Exploring the Relationship Between Diversity and Quality in Ad Text Generation0
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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