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 They have superseded recurrent neural network-based models, which had previously superseded the purely statistical models, such as word n-gram language model.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
1Spirit-LM (Expr.)Sentiment Consistency73.5Unverified
2LAST 1.3BSentiment Consistency65Unverified
3LAST 350MSentiment Consistency64Unverified
4TWIST 7BSentiment Consistency61.5Unverified
5TWIST 1.3BSentiment Consistency61.5Unverified
6TASLM 1B (token)Sentiment Consistency59Unverified
7TWIST 350MSentiment Consistency59Unverified
8TASLM 1B (embedding)Sentiment Consistency57.5Unverified
9Spirit-LM (base)Sentiment Consistency54.5Unverified
10pGSLMSentiment Consistency40.5Unverified