brunokim
> I appreciate that research has to be done on small models, but we know that reasoning is an emergent capability! (...) Even if you grant that what they’re measuring is reasoning, I am profoundly unconvinced that their results will generalize to a 1B, 10B or 100B model.
A fundamental part of applied research is simplifying a real-world phenomenon to better understand it. Dismissing that for this many parameters, for such a simple problem, the LLM can't perform out of distribution just because it's not big enough undermines the very value of independent research. Tomorrow another model with double the parameters may or may not show the same behavior, but that finding will be built on top of this one.
Also, how do _you_ know that reasoning is emergent, and not rationalising on top of a compressed version of the web stored in 100B parameters?
If you are a multi-billion dollar company creating a new integration, you can demand that your small supplier provide an RFC-4180 compliant file, and even refuse to process it if its schema or encoding is not conformant.
If you are the small supplier of a multi-billion dollar company, you will absolutely process whatever it is that they send you. If it changes, you will even adapt your processes around it.
TFA proposes a nice format that is efficient to parse and in some ways better than CSV, another ways are not. Use it if you can and makes sense.
My rule of thumb is that anything that fits into Excel (approx 1M lines) is "small data" and can be analysed with Pandas in memory.
Any file format needs a well-specified escape strategy, because every file format is binary and may contain binary data. CSV is kinda bad not only because, in practice, there's no consensus escaping, but also because we don't communicate what the chosen escaping is!
I think a standard meta header like follows would do wonders to improve interchangeability, without having to communicate the serialization format out-of-band.
``` #csv delim=";" encoding=utf8 quote=double locale="pt-BR" header=true ```
(RFC-4180 does specify that charset and header may be specified in the MIME type)