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

Showing 13761400 of 5335 papers

TitleStatusHype
Improved Unbiased Watermark for Large Language Models0
Prompt Inject Detection with Generative Explanation as an Investigative Tool0
Multilingual Encoder Knows more than You Realize: Shared Weights Pretraining for Extremely Low-Resource LanguagesCode0
Theoretical Benefit and Limitation of Diffusion Language Model0
Tuning-Free Personalized Alignment via Trial-Error-Explain In-Context Learning0
Structured Convergence in Large Language Model Representations via Hierarchical Latent Space Folding0
Data2Concept2Text: An Explainable Multilingual Framework for Data Analysis Narration0
Style Extraction on Text Embeddings Using VAE and Parallel Dataset0
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 Pruning0
Lexical Manifold Reconfiguration in Large Language Models: A Novel Architectural Approach for Contextual Modulation0
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 Decoding0
Exploring Mobile Touch Interaction with Large Language Models0
Hallucination, Monofacts, and Miscalibration: An Empirical InvestigationCode0
Position: It's Time to Act on the Risk of Efficient Personalized Text Generation0
Debiasing Guidance for Discrete Diffusion with Sequential Monte Carlo0
Latent Convergence Modulation in Large Language Models: A Novel Approach to Iterative Contextual Realignment0
Structural Reformation of Large Language Model Neuron Encapsulation for Divergent Information Aggregation0
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 Metrics0
Enhancing Impression Change Prediction in Speed Dating Simulations Based on Speakers' Personalities0
Beautiful Images, Toxic Words: Understanding and Addressing Offensive Text in Generated ImagesCode0
AdParaphrase: Paraphrase Dataset for Analyzing Linguistic Features toward Generating Attractive Ad TextsCode0
Show:102550
← PrevPage 56 of 214Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified