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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 1351–1400 of 5335 papers

TitleStatusHype
FineEdit: Unlock Instruction-Based Text Editing for LLMs—0
Towards Lightweight, Adaptive and Attribute-Aware Multi-Aspect Controllable Text Generation with Large Language Models—0
Dehumanizing Machines: Mitigating Anthropomorphic Behaviors in Text Generation Systems—0
TALKPLAY: Multimodal Music Recommendation with Large Language Models—0
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation—0
D.Va: Validate Your Demonstration First Before You Use It—0
DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation—0
Exploring the Impact of Personality Traits on LLM Bias and Toxicity—0
SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models—0
Thinking Outside the (Gray) Box: A Context-Based Score for Assessing Value and Originality in Neural Text Generation—0
HumT DumT: Measuring and controlling human-like language in LLMs—0
Private Text Generation by Seeding Large Language Model Prompts—0
Natural Language Generation from Visual Sequences: Challenges and Future Directions—0
LLMPopcorn: An Empirical Study of LLMs as Assistants for Popular Micro-video Generation—0
A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond—0
Generating Text from Uniform Meaning RepresentationCode0
Energy-Conscious LLM Decoding: Impact of Text Generation Strategies on GPU Energy Consumption—0
On the Query Complexity of Verifier-Assisted Language Generation—0
AAKT: Enhancing Knowledge Tracing with Alternate Autoregressive ModelingCode0
Scaling Autonomous Agents via Automatic Reward Modeling And Planning—0
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance—0
Exploring Contextual Flux in Large Language Models: A Novel Approach to Self-Modulating Semantic Networks—0
CacheFocus: Dynamic Cache Re-Positioning for Efficient Retrieval-Augmented Generation—0
Quantifying the Capability Boundary of DeepSeek Models: An Application-Driven Performance Analysis—0
LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning—0
Improved Unbiased Watermark for Large Language Models—0
Prompt Inject Detection with Generative Explanation as an Investigative Tool—0
Multilingual Encoder Knows more than You Realize: Shared Weights Pretraining for Extremely Low-Resource LanguagesCode0
Theoretical Benefit and Limitation of Diffusion Language Model—0
Tuning-Free Personalized Alignment via Trial-Error-Explain In-Context Learning—0
Structured Convergence in Large Language Model Representations via Hierarchical Latent Space Folding—0
Data2Concept2Text: An Explainable Multilingual Framework for Data Analysis Narration—0
Style Extraction on Text Embeddings Using VAE and Parallel Dataset—0
Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error CorrectionCode0
Contextual Compression Encoding for Large Language Models: A Novel Framework for Multi-Layered Parameter Space Pruning—0
Lexical Manifold Reconfiguration in Large Language Models: A Novel Architectural Approach for Contextual Modulation—0
Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer InsightsCode0
Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding—0
Exploring Mobile Touch Interaction with Large Language Models—0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
Position: It's Time to Act on the Risk of Efficient Personalized Text Generation—0
Debiasing Guidance for Discrete Diffusion with Sequential Monte Carlo—0
Latent Convergence Modulation in Large Language Models: A Novel Approach to Iterative Contextual Realignment—0
Structural Reformation of Large Language Model Neuron Encapsulation for Divergent Information Aggregation—0
SMAB: MAB based word Sensitivity Estimation Framework and its Applications in Adversarial Text GenerationCode0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
Claim Extraction for Fact-Checking: Data, Models, and Automated Metrics—0
Enhancing Impression Change Prediction in Speed Dating Simulations Based on Speakers' Personalities—0
Beautiful Images, Toxic Words: Understanding and Addressing Offensive Text in Generated ImagesCode0
AdParaphrase: Paraphrase Dataset for Analyzing Linguistic Features toward Generating Attractive Ad TextsCode0
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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