622 karma · joined December 2, 2024
- It seems strange to make use of the term "scale-free" and then defer a definition until half way through the paper (in fact, the term is mentioned 3 times after, and 14 times before said definition)
- This might just be CS people doing CS things, but the notation in the paper is awful: Claims/Observations end with a QED-symbol (for example on pages 29 and 30) but without a proof
- They make strong claims about performance and scaling ("It exhibits Transformer-like scaling laws") but the only (i think?) benchmark is a translation task comparison with <1B models, ,which is ~2 orders of magnitude smaller than sota
Also recommend this one with "German Brainrot": https://www.youtube.com/watch?v=-mJENuEN_rs
Is it? To me it sounds like they do OCR first, then extract from the result with LLM:
"Cortex uses automated extraction (optical character recognition (OCR) and natural language processing (NLP)) to parse clerkship grades from medical school transcripts."
Edit: Does sound like it - "Cortex uses automated extraction (optical character recognition (OCR) and natural language processing (NLP)) to parse clerkship grades from medical school transcripts."
[1] https://www.youtube.com/@Aleph0
[2] https://www.youtube.com/@MinutePhysics
Seems like there should be a bijection there no?
This claim is fundamentally different from what you quoted.
> But who's prepping for unlimited energy today?
It's about tradoffs: It costs almost nothing to switch to PQC methods, but i can't see a way to "prep for unlimited energy" that doesn't come with huge cost/time-waste in the case that doesn't happen
"Quantum computers don't exist yet, why go to all this trouble?"
Because of the "store now, decrypt later" attack mentioned above. Traffic sent today is at risk of decryption unless post-quantum key agreement is used.
"I don't believe we'll ever get quantum computers. This is a waste of time"
Some people consider the task of scaling existing quantum computers up to the point where they can tackle cryptographic problems to be practically insurmountable. This is a possibilty. However, it appears that most of the barriers to a cryptographically-relevant quantum computer are engineering challenges rather than underlying physics. If we're right about quantum computers being practical, then we will have protected vast quantities of user data. If we're wrong about it, then all we'll have done is moved to cryptographic algorithms with stronger mathematical underpinnings.
Not sure if I'd take the cited paper (while fun to read) too seriously to inform my opinion the risks of using quantum-insecure encryption rather than as a cynical take on hype and window dressing in QC research.
Unless I'm missing something, this has very little to nothing to do with MCP.