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 19011950 of 5335 papers

TitleStatusHype
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning0
Sudowoodo: a Chinese Lyric Imitation System with Source Lyrics0
Evaluating the Generation Capabilities of Large Chinese Language ModelsCode1
Emotion-Conditioned Text Generation through Automatic Prompt Optimization0
Unmasking Nationality Bias: A Study of Human Perception of Nationalities in AI-Generated Articles0
DataTales: Investigating the use of Large Language Models for Authoring Data-Driven Articles0
Storyfier: Exploring Vocabulary Learning Support with Text Generation Models0
Generative Forests0
RecycleGPT: An Autoregressive Language Model with Recyclable Module0
Towards Multiple References Era -- Addressing Data Leakage and Limited Reference Diversity in NLG EvaluationCode0
Feature-aware conditional GAN for category text generation0
CoSMo: A constructor specification language for Abstract Wikipedia's content selection process0
Tackling Hallucinations in Neural Chart SummarizationCode0
LISA: Reasoning Segmentation via Large Language ModelCode4
Transferable Decoding with Visual Entities for Zero-Shot Image CaptioningCode1
Beyond Reality: The Pivotal Role of Generative AI in the Metaverse0
Trie-NLG: Trie Context Augmentation to Improve Personalized Query Auto-Completion for Short and Unseen Prefixes0
Uncertainty in Natural Language Generation: From Theory to Applications0
Evaluating Generative Models for Graph-to-Text GenerationCode0
A Transformer-based Approach for Arabic Offline Handwritten Text Recognition0
This is not correct! Negation-aware Evaluation of Language Generation SystemsCode1
Speed Reading Tool Powered by Artificial Intelligence for Students with ADHD, Dyslexia, or Short Attention Span0
Affective Natural Language Generation of Event Descriptions through Fine-grained Appraisal Conditions0
XDLM: Cross-lingual Diffusion Language Model for Machine Translation0
Watermarking Conditional Text Generation for AI Detection: Unveiling Challenges and a Semantic-Aware Watermark RemedyCode0
Schema-Driven Actionable Insight Generation and Smart Recommendation0
A Systematic Survey of Prompt Engineering on Vision-Language Foundation ModelsCode2
Is ChatGPT Involved in Texts? Measure the Polish Ratio to Detect ChatGPT-Generated TextCode1
OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated ExamplesCode1
Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models0
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text GenerationCode0
Efficient Guided Generation for Large Language ModelsCode6
Controlling Equational Reasoning in Large Language Models with Prompt Interventions0
On the Origin of LLMs: An Evolutionary Tree and Graph for 15,821 Large Language Models0
Selective Generation for Controllable Language ModelsCode1
Emotional Intelligence of Large Language Models0
On the application of Large Language Models for language teaching and assessment technology0
COLLIE: Systematic Construction of Constrained Text Generation TasksCode1
Fast Quantum Algorithm for Attention Computation0
LLM Comparative Assessment: Zero-shot NLG Evaluation through Pairwise Comparisons using Large Language ModelsCode0
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge GraphsCode0
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute ManipulationCode1
Othering and low status framing of immigrant cuisines in US restaurant reviews and large language modelsCode0
DecompEval: Evaluating Generated Texts as Unsupervised Decomposed Question AnsweringCode0
Copy Is All You NeedCode1
Reading Radiology Imaging Like The Radiologist0
Emu: Generative Pretraining in MultimodalityCode3
Enhancing Biomedical Text Summarization and Question-Answering: On the Utility of Domain-Specific Pre-Training0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
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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