Study in Nature: “Across 30 out of 32 evaluation axes from the specialist physician perspective & 25 out of 26 evaluation axes from the patient-actor perspective, AMIE [Google Medical LLM] was rated superior to PCPs [primary care docs] while being non-inferior on the rest.” (& AIME is an older LLM)

Gemma 3 explained: Longer context, image support, and a new 1B model. → goo.gle/4lV8iaw Other key enhancements: 🔸 Best model that fits in a single consumer GPU or TPU host 🔸 KV-cache memory reduction with 5-to-1 interleaved attention 🔸 And more! Read the blog for the full details on Gemma 3.

There's a link to a really nice interactive viewer for a sample of the data (will only make sense after you read the post). There's some examples that I would have expected (where something is implied but not directly stated) but also a surprising number of kind of topical things.

Want to get started using PaliGemma 2? 🎤 developers.googleblog.com/en/introduci... 🤗 huggingface.co/blog/paligem... 💾 kaggle.com/models/googl... 🔧 github.com/google-resea... 7/7

Wanted to share that Varun Godbole recently released a prompting playbook. The title says prompt tuning, but this is text prompts, not soft prompts. github.com/varungodbole...

I’m pretty excited about this one! ALTA is A Language for Transformer Analysis. Because ALTA programs can be compiled to transformer weights, it provides constructive proofs of transformer expressivity. It also offers new analytic tools for *learnability*. arxiv.org/abs/2410.18077

Not news, but I recently saw the zed.dev demo and it looks amazing. Has anyone used it or something similar?