LLMs

Classifier-Free Guidance for LLMs Performance Enhancing

Classifier-free guidance is a really useful technique within the media-generation domain (images, videos, music). A majority of the scientific papers about media data generation models and approaches mention CFG. I find this paper as...

How Large Language Models Are Unveiling the Mystery of ‘Blackbox’ AI

AI is becoming a more significant a part of our lives on daily basis. But as powerful because it is, many AI systems still work like “black boxes.” They make decisions and predictions, but...

Meta’s COCONUT: The AI Method That Thinks Without Language

Understanding COCONUT's InnovationPicture the difference between speaking your thoughts out loud and the actual mental process happening in your brain. That gap – between verbalized thoughts and neural activity – is precisely what Meta's...

The Best Inference APIs for Open LLMs to Enhance Your AI App

Imagine this: you have got built an AI app with an incredible idea, however it struggles to deliver because running large language models (LLMs) looks like attempting to host a concert with a cassette...

OpenAI’s RFT Makes AI Smarter at Specialized Tasks

Remember once we thought having AI complete a sentence was groundbreaking? Those days feel distant now as AI evolved from easy pattern matching to increasingly sophisticated reasoning. The challenge with AI has at all...

How Single Tokens Can Make or Break AI Reasoning

Imagine asking an AI to resolve a simple arithmetic problem about paying back a loan. When the AI encounters the word “owed,” it stumbles, producing incorrect calculations and faulty logic. But change that single...

Combining Large and Small LLMs to Boost Inference Time and Quality

Implementing Speculative and Contrastive DecodingLarge Language models are comprised of billions of parameters (weights). For every word it generates, the model has to perform computationally expensive calculations across all of those parameters.Large Language models...

The Failure of LLMs in Math and How one can Solve For It

Mathematics has all the time posed a big challenge for AI models. Mastering math requires complex reasoning skills, and for AI, this task is anything but straightforward.  That creates an enormous problem given the...

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