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 1801–1850 of 5335 papers

TitleStatusHype
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Explainable Autonomy: A Study of Explanation Styles for Building Clear Mental Models—0
Disentangled Generation Network for Enlarged License Plate Recognition and A Unified Dataset—0
Big Bidirectional Insertion Representations for Documents—0
Discriminative Syntax-Based Word Ordering for Text Generation—0
BiDoRA: Bi-level Optimization-Based Weight-Decomposed Low-Rank Adaptation—0
Discrimination between Similar Languages, Varieties and Dialects using CNN- and LSTM-based Deep Neural Networks—0
Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand—0
Explaining Toxic Text via Knowledge Enhanced Text Generation—0
Explaining Violation Traces with Finite State Natural Language Generation Models—0
Annotating Modality Expressions and Event Factuality for a Japanese Chess Commentary Corpus—0
ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning—0
Fuzzy Sets Across the Natural Language Generation Pipeline—0
ChatGPT for President! Presupposed content in politicians versus GPT-generated texts—0
Improve Variational Autoencoder for Text Generationwith Discrete Latent Bottleneck—0
Discrete Variational Attention Models for Language Generation—0
Discrete Structural Planning for Neural Machine Translation—0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task—0
Discrete Structural Planning for Neural Machine Translation—0
Exploiting Image Generality for Lexical Entailment Detection—0
A Compression-Compilation Framework for On-mobile Real-time BERT Applications—0
Exploiting Leaderboards for Large-Scale Distribution of Malicious Models—0
Fully Abstractive Approach to Guided Summarization—0
Discrete Structural Planning for Generating Diverse Translations—0
Discrete Diffusion Language Model for Long Text Summarization—0
Bias in Language Models: Beyond Trick Tests and Toward RUTEd Evaluation—0
Exploration Based Language Learning for Text-Based Games—0
Exploration of Masked and Causal Language Modelling for Text Generation—0
Exploration of the Impact of Maximum Entropy in Recurrent Neural Network Language Models for Code-Switching Speech—0
Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview—0
Exploring and Adapting Chinese GPT to Pinyin Input Method—0
Discrete Copula Diffusion—0
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation—0
Exploring Automatic Evaluation Methods based on a Decoder-based LLM for Text Generation—0
Discovering User Groups for Natural Language Generation—0
Exploring Chunk Based Templates for Generating a subset of English Text—0
Choisir le bon co-équipier pour la génération coopérative de texte (Choosing The Right Teammate For Cooperative Text Generation)—0
Exploring Contextual Flux in Large Language Models: A Novel Approach to Self-Modulating Semantic Networks—0
Annotating Event Appearance for Japanese Chess Commentary Corpus—0
A Better LLM Evaluator for Text Generation: The Impact of Prompt Output Sequencing and Optimization—0
Exploring Facets of Language Generation in the Limit—0
A Zipf's Law-based Text Generation Approach for Addressing Imbalance in Entity Extraction—0
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion—0
Exploring Lexical-Semantic Knowledge in the Generation of Novel Riddles in Portuguese—0
Exploring Looping Effects in RNN-based Architectures—0
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data—0
Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions—0
Exploring Mobile Touch Interaction with Large Language Models—0
Assembling Narratives with Associative Threads—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—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