If you’ve been using large language models like GPT-4 or Claude, you’ve probably wondered how they can write actually usable code, explain complex topics, or even help you debug your morning coffee routine (just kidding!).
This post is divided into three parts; they are: • Interpolation and Extrapolation in Sinusoidal Encodings and RoPE • Interpolation in Learned Encodings • YaRN for Larger Context Window Sinusoidal encodings excel at extrapolation due to their use of continuous functions: $$ begin{aligned} PE(p, 2i) &= sinleft(frac{p}{10000^{2i/d}}right) \ PE(p, 2i+1) &= cosleft(frac{p}{10000^{2i/d}}right) end{aligned} $$ You …
Read more “Interpolation in Positional Encodings and Using YaRN for Larger Context Window”
Machine learning workflows often involve a delicate balance: you want models that perform exceptionally well, but you also need to understand and explain their predictions.
Explore the latest Gemini 2.5 model updates with enhanced performance and accuracy: Gemini 2.5 Pro now stable, Flash generally available, and the new Flash-Lite in preview.
This post is co-written with Vicky Andonova and Jonathan Karon from Anomalo. Generative AI has rapidly evolved from a novelty to a powerful driver of innovation. From summarizing complex legal documents to powering advanced chat-based assistants, AI capabilities are expanding at an increasing pace. While large language models (LLMs) continue to push new boundaries, quality …
Today, we’re incredibly proud to announce the graduation of the latest cohort from the Google for Startups Accelerator: AI First from Europe & Israel! This milestone marks the culmination of an intensive three-months journey for these 14 innovative startups, who’ve dedicated themselves to growing their businesses and pushing the boundaries of artificial intelligence. The hybrid …
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Anthropic is developing “interpretable” AI, where models let us understand what they are thinking and arrive at a particular conclusion.Read More
The “Appeal to Heaven” flag, a popular symbol for Christian nationalists that was waved by January 6 rioters, was raised over the Small Business Administration headquarters last week.
Researchers have created a revolutionary robotic skin that brings machines closer to human-like touch. Made from a flexible, low-cost gel material, this skin transforms the entire surface of a robotic hand into a sensitive, intelligent sensor. Unlike traditional robotic skins that rely on a patchwork of different sensors, this material can detect pressure, temperature, pain, …
Read more “Robots that feel heat, pain, and pressure? This new “skin” makes it possible”
Research has shown that large language models (LLMs) tend to overemphasize information at the beginning and end of a document or conversation, while neglecting the middle.