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 22512300 of 5335 papers

TitleStatusHype
Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data0
Exploring the Impact of Personality Traits on LLM Bias and Toxicity0
Classification or Generation? Understanding Paradigm Shift for Knowledge-Intensive Tasks0
Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review0
Exploring the Behavior of Classic REG Algorithms in the Description of Characters in 3D Images0
Claim Synthesis via Predicate Recycling0
Exploring the Adversarial Capabilities of Large Language Models0
Exploring Text Links for Coherent Multi-Document Summarization0
Claim Extraction for Fact-Checking: Data, Models, and Automated Metrics0
Assessing Discourse Relations in Language Generation from GPT-20
Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks0
A Hybrid Natural Language Generation System Integrating Rules and Deep Learning Algorithms0
Abstractive Meeting Summarization with Entailment and Fusion0
Exploring Syntactic Representations for Native Language Identification0
Exploring Structural Encoding for Data-to-Text Generation0
Assessing ASR Model Quality on Disordered Speech using BERTScore0
Exploring Mobile Touch Interaction with Large Language Models0
Assembling Narratives with Associative Threads0
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data0
Exploring Looping Effects in RNN-based Architectures0
Exploring Lexical-Semantic Knowledge in the Generation of Novel Riddles in Portuguese0
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion0
Citation Resolution: A method for evaluating context-based citation recommendation systems0
A Zipf's Law-based Text Generation Approach for Addressing Imbalance in Entity Extraction0
Exploring Facets of Language Generation in the Limit0
Exploring Conversational Language Generation for Rich Content about Hotels0
Exploring Controllable Text Generation Techniques0
CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems0
Chunk-Distilled Language Modeling0
A Hybrid Model for Globally Coherent Story Generation0
Exploring Contextual Flux in Large Language Models: A Novel Approach to Self-Modulating Semantic Networks0
Choisir le bon co-équipier pour la génération coopérative de texte (Choosing The Right Teammate For Cooperative Text Generation)0
Exploring Chunk Based Templates for Generating a subset of English Text0
Chinese Couplet Generation with Neural Network Structures0
A Spatial Model for Extracting and Visualizing Latent Discourse Structure in Text0
Exploring Automatic Evaluation Methods based on a Decoder-based LLM for Text Generation0
Exploring and Evaluating Hallucinations in LLM-Powered Code Generation0
Exploring and Adapting Chinese GPT to Pinyin Input Method0
A Snapshot of NLG Evaluation Practices 2005 - 20140
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews0
Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview0
Exploration of the Impact of Maximum Entropy in Recurrent Neural Network Language Models for Code-Switching Speech0
CheckYourMeal!: diet management with NLG0
Exploration of Masked and Causal Language Modelling for Text Generation0
Exploration Based Language Learning for Text-Based Games0
Check-Eval: A Checklist-based Approach for Evaluating Text Quality0
Exploiting Ontology Lexica for Generating Natural Language Texts from RDF Data0
Exploiting naive vs expert discourse annotations: an experiment using lexical cohesion to predict Elaboration / Entity-Elaboration confusions0
Exploiting Mixture-of-Experts Redundancy Unlocks Multimodal Generative Abilities0
Cheaply Evaluating Inference Efficiency Metrics for Autoregressive Transformer APIs0
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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