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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 1401–1450 of 5335 papers

TitleStatusHype
Can Grammarly and ChatGPT accelerate language change? AI-powered technologies and their impact on the English language: wordiness vs. conciseness—0
Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software—0
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models—0
Controlled LLM Decoding via Discrete Auto-regressive BiasingCode0
Towards Cost-Effective Reward Guided Text Generation—0
MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf—0
Path Planning for Masked Diffusion Model Sampling—0
Context-Preserving Gradient Modulation for Large Language Models: A Novel Approach to Semantic Consistency in Long-Form Text Generation—0
ReSpark: Leveraging Previous Data Reports as References to Generate New Reports with LLMs—0
Gradient-Regularized Latent Space Modulation in Large Language Models for Structured Contextual Synthesis—0
Contextual Memory Reweaving in Large Language Models Using Layered Latent State Reconstruction—0
Scalable Language Models with Posterior Inference of Latent Thought Vectors—0
Structural Latency Perturbation in Large Language Models Through Recursive State Induction—0
Fast Solvers for Discrete Diffusion Models: Theory and Applications of High-Order Algorithms—0
LLM-based Affective Text Generation Quality Based on Different Quantization Values—0
Text Data Augmentation for Large Language Models: A Comprehensive Survey of Methods, Challenges, and Opportunities—0
Structural Embedding Projection for Contextual Large Language Model Inference—0
Beyond checkmate: exploring the creative chokepoints in AI textCode0
Adversarial Attacks on AI-Generated Text Detection Models: A Token Probability-Based Approach Using Embeddings—0
Do Large Multimodal Models Solve Caption Generation for Scientific Figures? Lessons Learned from SCICAP Challenge 2023—0
CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization—0
Differentially Private Steering for Large Language Model AlignmentCode0
Contextually Structured Token Dependency Encoding for Large Language Models—0
Context-Aware Semantic Recomposition Mechanism for Large Language Models—0
Few-Shot Optimized Framework for Hallucination Detection in Resource-Limited NLP Systems—0
Phase Transitions in Large Language Models and the O(N) Model—0
Evaluation of NMT-Assisted Grammar Transfer for a Multi-Language Configurable Data-to-Text System—0
Distributional Information Embedding: A Framework for Multi-bit Watermarking—0
LCTG Bench: LLM Controlled Text Generation BenchmarkCode0
PackDiT: Joint Human Motion and Text Generation via Mutual Prompting—0
Complete Chess Games Enable LLM Become A Chess Master—0
Semantic Layered Embedding Diffusion in Large Language Models for Multi-Contextual Consistency—0
Fairness in LLM-Generated Surveys—0
Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink—0
Pre-training a Transformer-Based Generative Model Using a Small Sepedi Dataset—0
Verify with Caution: The Pitfalls of Relying on Imperfect Factuality Metrics—0
Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game—0
Evaluating and Improving Graph to Text Generation with Large Language ModelsCode0
ExPerT: Effective and Explainable Evaluation of Personalized Long-Form Text GenerationCode0
A RAG-Based Institutional Assistant—0
Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbols—0
Development of an Inclusive Educational Platform Using Open Technologies and Machine Learning: A Case Study on Accessibility Enhancement—0
Reference-free Evaluation Metrics for Text Generation: A Survey—0
A Domain Adaptation Framework for Speech Recognition Systems with Only Synthetic data—0
StAyaL | Multilingual Style Transfer—0
Neural Contextual Reinforcement Framework for Logical Structure Language Generation—0
MAGNET: Augmenting Generative Decoders with Representation Learning and Infilling Capabilities—0
XMusic: Towards a Generalized and Controllable Symbolic Music Generation Framework—0
Towards Zero-Shot & Explainable Video Description by Reasoning over Graphs of Events in Space and Time—0
READ: Reinforcement-based Adversarial Learning for Text Classification with Limited Labeled 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