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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 3901–3950 of 5335 papers

TitleStatusHype
Check-Eval: A Checklist-based Approach for Evaluating Text Quality—0
CheckYourMeal!: diet management with NLG—0
Chinese Couplet Generation with Neural Network Structures—0
Choisir le bon co-équipier pour la génération coopérative de texte (Choosing The Right Teammate For Cooperative Text Generation)—0
Chunk-Distilled Language Modeling—0
CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems—0
Citation Resolution: A method for evaluating context-based citation recommendation systems—0
Claim Extraction for Fact-Checking: Data, Models, and Automated Metrics—0
Claim Synthesis via Predicate Recycling—0
Classification or Generation? Understanding Paradigm Shift for Knowledge-Intensive Tasks—0
Classifiers are Better Experts for Controllable Text Generation—0
Classifiers for data-driven deep sentence generation—0
Classifying Taxonomic Relations between Pairs of Wikipedia Articles—0
Classroom Slide Narration System—0
Click or Type: An Analysis of Wizard's Interaction for Future Wizard Interface Design—0
CliMedBERT: A Pre-trained Language Model for Climate and Health-related Text—0
Clinical Context-aware Radiology Report Generation from Medical Images using Transformers—0
Clinical Insights: A Comprehensive Review of Language Models in Medicine—0
Clinical Text Generation through Leveraging Medical Concept and Relations—0
Clinical Text Generation through Leveraging Medical Concept and Relations—0
CLIP4Caption: CLIP for Video Caption—0
CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs—0
CLISTER : A Corpus for Semantic Textual Similarity in French Clinical Narratives—0
Cloning Ideology and Style using Deep Learning—0
CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization—0
CLUE: Concept-Level Uncertainty Estimation for Large Language Models—0
CMed-GPT: Prompt Tuning for Entity-Aware Chinese Medical Dialogue Generation—0
CoAScore: Chain-of-Aspects Prompting for NLG Evaluation—0
CoBIT: A Contrastive Bi-directional Image-Text Generation Model—0
CoCGAN: Contrastive Learning for Adversarial Category Text Generation—0
CodeDSI: Differentiable Code Search—0
CodeGemma: Open Code Models Based on Gemma—0
CodeMirage: Hallucinations in Code Generated by Large Language Models—0
Code-Switching Detection with Data-Augmented Acoustic and Language Models—0
Code-Switching Text Generation and Injection in Mandarin-English ASR—0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation—0
Cognitive Modeling with Scaffolded LLMs: A Case Study of Referential Expression Generation—0
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students—0
Cognitive Prompts Using Guilford's Structure of Intellect Model—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
Coherent and Concise Radiology Report Generation via Context Specific Image Representations and Orthogonal Sentence States—0
Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention—0
Coherent Wave Dynamics and Language Generation of a Generative Pre-trained Transformer—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
CoLa -- Learning to Interactively Collaborate with Large LMs—0
ColdGANs: Taming Language GANs with Cautious Sampling Strategies—0
Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning—0
Collaborative Generative AI: Integrating GPT-k for Efficient Editing in Text-to-Image Generation—0
Collaborative Training of GANs in Continuous and Discrete Spaces for Text Generation—0
Collecting Reliable Human Judgements on Machine-Generated Language: The Case of the QG-STEC Data—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