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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 2551–2600 of 5335 papers

TitleStatusHype
Enhancing Performance on Seen and Unseen Dialogue Scenarios using Retrieval-Augmented End-to-End Task-Oriented System—0
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation—0
Teach LLMs to Personalize -- An Approach inspired by Writing Education—0
Informed Named Entity Recognition Decoding for Generative Language Models—0
Attention Is Not All You Need AnymoreCode0
Thresh: A Unified, Customizable and Deployable Platform for Fine-Grained Text EvaluationCode0
Generating Faithful Text From a Knowledge Graph with Noisy Reference Text—0
Mirror Diffusion Models—0
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning—0
Emotion-Conditioned Text Generation through Automatic Prompt Optimization—0
Sudowoodo: a Chinese Lyric Imitation System with Source Lyrics—0
Unmasking Nationality Bias: A Study of Human Perception of Nationalities in AI-Generated Articles—0
DataTales: Investigating the use of Large Language Models for Authoring Data-Driven Articles—0
Storyfier: Exploring Vocabulary Learning Support with Text Generation Models—0
Generative Forests—0
RecycleGPT: An Autoregressive Language Model with Recyclable Module—0
Towards Multiple References Era -- Addressing Data Leakage and Limited Reference Diversity in NLG EvaluationCode0
Feature-aware conditional GAN for category text generation—0
Tackling Hallucinations in Neural Chart SummarizationCode0
CoSMo: A constructor specification language for Abstract Wikipedia's content selection process—0
Beyond Reality: The Pivotal Role of Generative AI in the Metaverse—0
Uncertainty in Natural Language Generation: From Theory to Applications—0
Trie-NLG: Trie Context Augmentation to Improve Personalized Query Auto-Completion for Short and Unseen Prefixes—0
Evaluating Generative Models for Graph-to-Text GenerationCode0
A Transformer-based Approach for Arabic Offline Handwritten Text Recognition—0
Affective Natural Language Generation of Event Descriptions through Fine-grained Appraisal Conditions—0
Speed Reading Tool Powered by Artificial Intelligence for Students with ADHD, Dyslexia, or Short Attention Span—0
XDLM: Cross-lingual Diffusion Language Model for Machine Translation—0
Watermarking Conditional Text Generation for AI Detection: Unveiling Challenges and a Semantic-Aware Watermark RemedyCode0
Schema-Driven Actionable Insight Generation and Smart Recommendation—0
Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models—0
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text GenerationCode0
On the Origin of LLMs: An Evolutionary Tree and Graph for 15,821 Large Language Models—0
Controlling Equational Reasoning in Large Language Models with Prompt Interventions—0
Emotional Intelligence of Large Language Models—0
On the application of Large Language Models for language teaching and assessment technology—0
Fast Quantum Algorithm for Attention Computation—0
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 Knowledge—0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge GraphsCode0
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
Reading Radiology Imaging Like The Radiologist—0
Enhancing Biomedical Text Summarization and Question-Answering: On the Utility of Domain-Specific Pre-Training—0
Learning to Generate Equitable Text in Dialogue from Biased Training DataCode0
Advancements in Scientific Controllable Text Generation Methods—0
RADAR: Robust AI-Text Detection via Adversarial Learning—0
On the Efficacy of Sampling AdaptersCode0
Style Over Substance: Evaluation Biases for Large Language Models—0
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging—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