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 2151–2200 of 5335 papers

TitleStatusHype
A Survey of Evaluation Metrics Used for NLG Systems—0
Few-Shot Table-to-Text Generation with Prompt Planning and Knowledge Memorization—0
Few-Shot Table-to-Text Generation with Prefix-Controlled Generator—0
Code-Switching Text Generation and Injection in Mandarin-English ASR—0
Few-Shot Pidgin Text Adaptation via Contrastive Fine-Tuning—0
Code-Switching Detection with Data-Augmented Acoustic and Language Models—0
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language Models—0
Few-Shot Optimized Framework for Hallucination Detection in Resource-Limited NLP Systems—0
Few-Shot Natural Language Inference Generation with PDD: Prompt and Dynamic Demonstration—0
A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations—0
Template Guided Text Generation for Task-Oriented Dialogue—0
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning—0
CodeMirage: Hallucinations in Code Generated by Large Language Models—0
A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization—0
AITA Generating Moral Judgements of the Crowd with Reasoning—0
FedPC: Federated Learning for Language Generation with Personal and Context Preference Embeddings—0
Federated Natural Language Generation for Personalized Dialogue System—0
CodeGemma: Open Code Models Based on Gemma—0
Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models—0
A Benchmark for Federated Hetero-Task Learning—0
FedCoLLM: A Parameter-Efficient Federated Co-tuning Framework for Large and Small Language Models—0
Feature-aware conditional GAN for category text generation—0
CodeDSI: Differentiable Code Search—0
A Supervised Model for Extraction of Multiword Expressions, Based on Statistical Context Features—0
Favi-Score: A Measure for Favoritism in Automated Preference Ratings for Generative AI Evaluation—0
Fast Solvers for Discrete Diffusion Models: Theory and Applications of High-Order Algorithms—0
CoCGAN: Contrastive Learning for Adversarial Category Text Generation—0
CoBIT: A Contrastive Bi-directional Image-Text Generation Model—0
Fast Quantum Algorithm for Attention Computation—0
Fast mixing for Latent Dirichlet allocation—0
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training—0
CoAScore: Chain-of-Aspects Prompting for NLG Evaluation—0
A Study on Summarizing and Evaluating Long Documents—0
AI-Powered Text Generation for Harmonious Human-Machine Interaction: Current State and Future Directions—0
Abstractive Summarization as Augmentation for Document-Level Event Detection—0
Generative Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges—0
Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding—0
CMed-GPT: Prompt Tuning for Entity-Aware Chinese Medical Dialogue Generation—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
A Study of Pre-trained Language Models for Analogy Generation—0
FarsEval-PKBETS: A new diverse benchmark for evaluating Persian large language models—0
FANS -- Formal Answer Selection for Natural Language Math Reasoning Using Lean4—0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization—0
CLUE: Concept-Level Uncertainty Estimation for Large Language Models—0
Estimating the Personality of White-Box Language Models—0
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods—0
A Structured Review of the Validity of BLEU—0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks—0
CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization—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