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

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Showing 3601–3650 of 5335 papers

TitleStatusHype
A Self-enhancement Approach for Domain-specific Chatbot Training via Knowledge Mining and Digest—0
A Self-Paced Mixed Distillation Method for Non-Autoregressive Generation—0
A Semi-supervised Approach to Generate the Code-Mixed Text using Pre-trained Encoder and Transfer Learning—0
A Sentiment-Controllable Topic-to-Essay Generator with Topic Knowledge Graph—0
A Serious Game for Building a Portuguese Lexical-Semantic Network—0
A Service-Oriented Architecture for Metaphor Processing—0
Accelerating Multilingual Language Model for Excessively Tokenized Languages—0
A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation—0
A Simple Surface Realization Engine for Telugu—0
A Single Example Can Improve Zero-Shot Data Generation—0
Ask to Learn: A Study on Curiosity-driven Question Generation—0
A Snapshot of NLG Evaluation Practices 2005 - 2014—0
A Spatial Model for Extracting and Visualizing Latent Discourse Structure in Text—0
Assembling Narratives with Associative Threads—0
Assessing ASR Model Quality on Disordered Speech using BERTScore—0
Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks—0
Assessing Discourse Relations in Language Generation from GPT-2—0
Assessing Political Bias in Large Language Models—0
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution—0
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution—0
Assisted Nominalization for Academic English Writing—0
A Statistical Framework for Product Description Generation—0
A Statistical, Grammar-Based Approach to Microplanning—0
A Statistical NLG Framework for Aggregated Planning and Realization—0
A Step-Wise Weighting Approach for Controllable Text Generation—0
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling—0
A Structured Review of the Validity of BLEU—0
A Study of Pre-trained Language Models for Analogy Generation—0
A Study on Summarizing and Evaluating Long Documents—0
A Supervised Model for Extraction of Multiword Expressions, Based on Statistical Context Features—0
A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization—0
A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations—0
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language Models—0
A Survey of Evaluation Metrics Used for NLG Systems—0
A Survey of Knowledge Enhanced Pre-trained Language Models—0
A Survey of Natural Language Generation—0
A Survey of Neural Network Techniques for Feature Extraction from Text—0
A Survey of Paraphrasing and Textual Entailment Methods—0
Pretrained Language Models for Text Generation: A Survey—0
A Survey of Text Style Transfer: Applications and Ethical Implications—0
A Survey of Text Watermarking in the Era of Large Language Models—0
A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond—0
A Survey on Dialogue Summarization: Recent Advances and New Frontiers—0
A Survey on Intelligent Poetry Generation: Languages, Features, Techniques, Reutilisation and Evaluation—0
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly—0
A Survey on Large Language Models with some Insights on their Capabilities and Limitations—0
A Survey on Retrieval-Augmented Text Generation—0
A Survey on Retrieval-Augmented Text Generation for Large Language Models—0
A survey on text generation using generative adversarial networks—0
A Survey on the Applications of Frontier AI, Foundation Models, and Large Language Models to Intelligent Transportation Systems—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified