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It's like most new technologies. In the beginning there are only a few instances that really stand out, and many with issues. I remember back in like 2011 or 2
by ilaksh 3y ago
It's like most new technologies. In the beginning there are only a few instances that really stand out, and many with issues.
I remember back in like 2011 or 2012 I wanted to use an SSD for a project in order to spend less time dealing with disk seeks. My internet research suggested that there were a number of potential problems with most brands, but that the Intel Extreme was reliable.
So I specified that it must be only that SSD model. And it was very fast and completely reliable. Pretty expensive also, but not much compared to the total cost of the project.
Then months later a "hardware expert" was brought on and they insisted that the SSD be replaced by a mechanical disk because supposedly SSDs were entirely unreliable. I tried to explain about the particular model being an exception. They didn't buy it.
If you just lump all of these together as LLMs, you might come to the conclusion that LLMs are useless for code generation. But you will notice if you look hard that OpenAIs models are mostly nailing the questions.
That's why right now I only use OpenAI for code generation. But I suspect that Falcon 180B may be something to consider. Except for the operational cost.
I think OpenAI's LLMs are not the same as most LLMs. I think they have a better model architecture and much, much more reinforcement tuning than any open source model. But I expect other LLMs to catch up eventually.
- guerrilla 3y ago> It's like most new technologies. In the beginning there are only a few instances that really stand out, and many with issues. Except this isn't new. This is after throwing massive amounts of resources at it multiple decades after arrival.
- gjm11 3y agoWhat are you taking "it" to be here? The transformer architecture on which (I think) all recent LLMs are based dates from 2017. That's only "multiple decades after" if you count x0.6 as "multiple". Neural networks are a lot older than that, of course, but to me "these things are made out of neural networks, and neural networks have been around for ages" feels like "these things are made out of steel, and steel has been around for ages".
- Sohcahtoa82 3y ago> My internet research suggested that there were a number of potential problems with most brands I remember OCZ being insanely popular despite statistically being pretty unreliable.