Unargmaxable
Click to visit website
About
Unargmaxable is a research focus led by Andreas Grivas, a Postdoctoral Machine Learning Researcher at the University of Edinburgh. The core of this research aims to enhance AI reliability, interpretability, and efficiency by exploring geometric constraints within neural network models. Specifically, it investigates the output layers of deep neural networks, particularly Large Language Models (LLMs), which often produce a large number of outputs. The research identifies that when the output layer has more outputs than inputs, certain outputs become inherently impossible to predict—termed 'unargmaxable outputs.' This phenomenon has been identified in both LLMs and Clinical NLP models. The research not only identifies these unargmaxable outputs but also proposes innovative replacement layers designed to ensure that specific outputs of interest can always be predicted, thereby improving the robustness and predictability of AI systems. The work includes interactive visualizations of geometric representations and is supported by several selected publications and dissertations.
Platform
Task
Features
• research on ai interpretability
• research on ai reliability
• interactive visualizations of geometric representations
• proposal of replacement layers for predictable ai outputs
• identification of unargmaxable outputs in clinical nlp models
• identification of unargmaxable outputs in llms
Job Opportunities
There are currently no job postings for this AI tool.
Ratings & Reviews
No ratings available yet. Be the first to rate this tool!
Alternatives
Pruna AI
Pruna AI is an AI Optimization Inference Framework for ML teams. It combines compression algorithms to make AI models faster and cheaper, supporting various platforms and models.
View Details
NetsPresso
NetsPresso optimizes AI models for edge devices, providing a modular SDK to unlock full AI chip performance through development, optimization, and testing tools, accessible via GUI or Python CLI.
View Details
ENOT.ai
ENOT.ai is an advanced AI optimization platform that boosts neural network speed, accuracy, and efficiency while significantly cutting costs and power usage.
View DetailsGGML
GGML is a tensor library enabling large AI models and high performance on commodity hardware with low-level, cross-platform, and dependency-free implementation.
View DetailsFeatured Tools
GirlfriendGPT
NSFW AI chat platform with customizable characters, AI image generation, and voice chat. Explore roleplay and intimate interactions with AI companions.
View Details
xMates AI
xMates AI is a next-generation AI chat app powered by large language models, offering human-like interactions and roleplaying with customizable AI characters.
View Details
Promptix
Promptix is a macOS app that lets you run AI in any application with a hotkey. It helps you write faster, translate, polish text, and use custom prompts.
View Details
BestStock AI
BestStock AI is an AI-powered financial analysis platform, automating data processing and delivering predictive insights across financial instruments.
View Details
AI Animate Image
AI Animate Image revolutionizes how you create animated content from static images. Our advanced AI image animator turns photos into animation with stunning realism.
View Details
Wan 2.2
Wan 2.2 is an open-source AI video generation tool using MoE architecture, transforming text or images into professional 720P cinematic videos.
View DetailsWan 2.2 Animate
Wan 2.2 Animate is a free online AI tool that transforms any character with advanced AI-powered animations, precise facial expressions, and dynamic body movements without registration.
View Details
Soora2
Soora2 is a global Sora 2 AI video generation platform offering text-to-video, image-to-video, and AI editing tools without watermarks.
View Detailsnexos.ai
nexos.ai is an all-in-one AI platform for enterprises, enabling secure, organization-wide AI adoption, policy setting, and oversight for tech leaders.
View Details