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 They have superseded recurrent neural network-based models, which had previously superseded the purely statistical models, such as word n-gram language model.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 110 of 17610 papers

TitleStatusHype
Visual-Language Model Knowledge Distillation Method for Image Quality Assessment0
The Generative Energy Arena (GEA): Incorporating Energy Awareness in Large Language Model (LLM) Human Evaluations0
Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities0
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 Plausibility0
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
1RHN - depth 5 [zilly2016recurrent]Bit per Character (BPC)1.31Unverified
2FS-LSTM-4Bit per Character (BPC)1.28Unverified
3Large RHNBit per Character (BPC)1.27Unverified
4Large FS-LSTM-4Bit per Character (BPC)1.25Unverified
5Large mLSTM +emb +WN +VDBit per Character (BPC)1.24Unverified
63-layer AWD-LSTMBit per Character (BPC)1.23Unverified
7Mogrifier LSTMBit per Character (BPC)1.12Unverified
812-layer Character Transformer ModelBit per Character (BPC)1.11Unverified
9mLSTM + dynamic evalBit per Character (BPC)1.08Unverified
1064-layer Character Transformer ModelBit per Character (BPC)1.06Unverified