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 They have superseded recurrent neural network-based models, which had previously superseded the purely statistical models, such as word n-gram language model.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 1–10 of 17610 papers

TitleStatusHype
Visual-Language Model Knowledge Distillation Method for Image Quality Assessment—0
The Generative Energy Arena (GEA): Incorporating Energy Awareness in Large Language Model (LLM) Human Evaluations—0
Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities—0
VisionThink: Smart and Efficient Vision Language Model via Reinforcement LearningCode0
Making Language Model a Hierarchical Classifier and GeneratorCode0
Is This Just Fantasy? Language Model Representations Reflect Human Judgments of Event Plausibility—0
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
Assay2Mol: large language model-based drug design using BioAssay contextCode0
InstructFLIP: Exploring Unified Vision-Language Model for Face Anti-spoofingCode1
KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning?—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1td-LSTM (Zhang et al., 2016)Bit per Character (BPC)1.63—Unverified
2td-LSTM-largeBit per Character (BPC)1.49—Unverified
3BFNBit per Character (BPC)1.41—Unverified
4Unregularised mLSTMBit per Character (BPC)1.4—Unverified
5BN LSTMBit per Character (BPC)1.36—Unverified
6LayerNorm HM-LSTMBit per Character (BPC)1.29—Unverified
7Large mLSTM +emb +WN +VDBit per Character (BPC)1.27—Unverified
8Large RHNBit per Character (BPC)1.27—Unverified
9Bipartite flows (8 flows)Bit per Character (BPC)1.23—Unverified
10mLSTM + dynamic evalBit per Character (BPC)1.19—Unverified