SOTAVerified

Language Modelling

A language model is a model of natural language. Language models are useful for a variety of tasks, including speech recognition, machine translation, natural language generation (generating more human-like text), optical character recognition, route optimization, handwriting recognition, grammar induction, and information retrieval.

Large language models (LLMs), currently their most advanced form, are predominantly based on transformers trained on larger datasets (frequently using words scraped from the public internet). They have superseded recurrent neural network-based models, which had previously superseded the purely statistical models, such as word n-gram language model.

Source: Wikipedia

Papers

Showing 57515800 of 17610 papers

TitleStatusHype
A Knowledge-Grounded Dialog System Based on Pre-Trained Language Models0
A Knowledge-Informed Large Language Model Framework for U.S. Nuclear Power Plant Shutdown Initiating Event Classification for Probabilistic Risk Assessment0
A Knowledge storage and semantic space alignment Method for Multi-documents dialogue generation0
A language model based approach towards large scale and lightweight language identification systems0
A Language Model based Evaluator for Sentence Compression0
A Language Model-based Generative Classifier for Sentence-level Discourse Parsing0
A Language Model for Grammatical Error Correction in L2 Russian0
A Language Model for Particle Tracking0
A Language Model-Guided Framework for Mining Time Series with Distributional Shifts0
A Language Modeling Approach to Diacritic-Free Hebrew TTS0
A Language Modeling Approach to Identifying Code-Switched Sentences and Words0
A Language Modelling Approach to Quality Assessment of OCR’ed Historical Text0
A Language Model with Limited Memory Capacity Captures Interference in Human Sentence Processing0
A language score based output selection method for multilingual speech recognition0
A Large and Diverse Arabic Corpus for Language Modeling0
A Large Language Model and Denoising Diffusion Framework for Targeted Design of Microstructures with Commands in Natural Language0
A Large Language Model Approach to Educational Survey Feedback Analysis0
A Large Language Model-based Computational Approach to Improve Identity-Related Write-Ups0
A Large Language Model-based Framework for Semi-Structured Tender Document Retrieval-Augmented Generation0
A Large Language Model-based multi-agent manufacturing system for intelligent shopfloor0
A Large Language Model-based Multi-Agent Framework for Analog Circuits' Sizing Relationships Extraction0
A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning0
A Large Language Model-Empowered Agent for Reliable and Robust Structural Analysis0
A Large Language Model-Enabled Control Architecture for Dynamic Resource Capability Exploration in Multi-Agent Manufacturing Systems0
A Large Language Model Enhanced Conversational Recommender System0
A Large Language Model-Enhanced Q-learning for Capacitated Vehicle Routing Problem with Time Windows0
A Large Language Model for Feasible and Diverse Population Synthesis0
A Large-Language Model Framework for Relative Timeline Extraction from PubMed Case Reports0
A Large Language Model Outperforms Other Computational Approaches to the High-Throughput Phenotyping of Physician Notes0
A Large Language Model Pipeline for Breast Cancer Oncology0
A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems0
A large language model-type architecture for high-dimensional molecular potential energy surfaces0
A Latent Variable Recurrent Neural Network for Discourse-Driven Language Models0
A Layered Architecture for Developing and Enhancing Capabilities in Large Language Model-based Software Systems0
A Layered Language Model based Hybrid Approach to Automatic Full Diacritization of Arabic0
ALBERTI, a Multilingual Domain Specific Language Model for Poetry Analysis0
ALBERT with Knowledge Graph Encoder Utilizing Semantic Similarity for Commonsense Question Answering0
A Learn-Then-Reason Model Towards Generalization in Knowledge Base Question Answering0
AlephBERT: Language Model Pre-training and Evaluation from Sub-Word to Sentence Level0
AlephBERT: Language Model Pre-training and Evaluation from Sub-Word to Sentence Level0
ALERT: Adapting Language Models to Reasoning Tasks0
Alex: Bootstrapping a Spoken Dialogue System for a New Domain by Real Users0
AlgoPilot: Fully Autonomous Program Synthesis Without Human-Written Programs0
Algorithmic Collective Action in Machine Learning0
Algorithmic Ghost in the Research Shell: Large Language Models and Academic Knowledge Creation in Management Research0
Algorithm to Compilation Co-design: An Integrated View of Neural Network Sparsity0
Alibaba’s Submission for the WMT 2020 APE Shared Task: Improving Automatic Post-Editing with Pre-trained Conditional Cross-Lingual BERT0
Alibaba Submission for WMT18 Quality Estimation Task0
A Lightweight Multi-Expert Generative Language Model System for Engineering Information and Knowledge Extraction0
AlignAb: Pareto-Optimal Energy Alignment for Designing Nature-Like Antibodies0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Decay RNNValidation perplexity76.67Unverified
2GRUValidation perplexity53.78Unverified
3LSTMValidation perplexity52.73Unverified
4LSTMTest perplexity48.7Unverified
5Temporal CNNTest perplexity45.2Unverified
6TCNTest perplexity45.19Unverified
7GCNN-8Test perplexity44.9Unverified
8Neural cache model (size = 100)Test perplexity44.8Unverified
9Neural cache model (size = 2,000)Test perplexity40.8Unverified
10GPT-2 SmallTest perplexity37.5Unverified
#ModelMetricClaimedVerifiedStatus
1TCNTest perplexity108.47Unverified
2Seq-U-NetTest perplexity107.95Unverified
3GRU (Bai et al., 2018)Test perplexity92.48Unverified
4R-TransformerTest perplexity84.38Unverified
5Zaremba et al. (2014) - LSTM (medium)Test perplexity82.7Unverified
6Gal & Ghahramani (2016) - Variational LSTM (medium)Test perplexity79.7Unverified
7LSTM (Bai et al., 2018)Test perplexity78.93Unverified
8Zaremba et al. (2014) - LSTM (large)Test perplexity78.4Unverified
9Gal & Ghahramani (2016) - Variational LSTM (large)Test perplexity75.2Unverified
10Inan et al. (2016) - Variational RHNTest perplexity66Unverified
#ModelMetricClaimedVerifiedStatus
1LSTM (7 layers)Bit per Character (BPC)1.67Unverified
2HypernetworksBit per Character (BPC)1.34Unverified
3SHA-LSTM (4 layers, h=1024, no attention head)Bit per Character (BPC)1.33Unverified
4LN HM-LSTMBit per Character (BPC)1.32Unverified
5ByteNetBit per Character (BPC)1.31Unverified
6Recurrent Highway NetworksBit per Character (BPC)1.27Unverified
7Large FS-LSTM-4Bit per Character (BPC)1.25Unverified
8Large mLSTMBit per Character (BPC)1.24Unverified
9AWD-LSTM (3 layers)Bit per Character (BPC)1.23Unverified
10Cluster-Former (#C=512)Bit per Character (BPC)1.22Unverified
#ModelMetricClaimedVerifiedStatus
1Smaller Transformer 126M (pre-trained)Test perplexity33Unverified
2OPT 125MTest perplexity32.26Unverified
3Larger Transformer 771M (pre-trained)Test perplexity28.1Unverified
4OPT 1.3BTest perplexity19.55Unverified
5GPT-Neo 125MTest perplexity17.83Unverified
6OPT 2.7BTest perplexity17.81Unverified
7Smaller Transformer 126M (fine-tuned)Test perplexity12Unverified
8GPT-Neo 1.3BTest perplexity11.46Unverified
9Transformer 125MTest perplexity10.7Unverified
10GPT-Neo 2.7BTest perplexity10.44Unverified