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marinhero | 6 months ago

Serious question but if it hallucinates about almost everything, what's the use case for it?

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simonw|6 months ago

Fine-tuning for specific tasks. I'm hoping to see some good examples of that soon - the blog entry mentions things like structured text extraction, so maybe something like "turn this text about an event into an iCal document" might work?

turnsout|6 months ago

Google helpfully made some docs on how to fine-tune this model [0]. I'm looking forward to giving it a try!

  [0]: https://ai.google.dev/gemma/docs/core/huggingface_text_full_finetune

CuriouslyC|6 months ago

Fine tuning messes with instruction following and RL'd behavior. I think this is mostly going to be useful for high volume pipelines doing some sort of mundane extraction or transformation.

striking|6 months ago

It's intended for finetuning on your actual usecase, as the article shows.

zamadatix|6 months ago

I feel like the blog post, and GP comment, does a good job of explaining how it's built to be a small model easily fine tuned for narrow tasks, rather than used for general tasks out of the box. The latter is guaranteed to hallucinate heavily at this size, that doesn't mean every specific task it's fine tuned to would be. Some examples given were fine tuning it to efficiently and quickly route a query to the right place to actually be handled or tuning it to do sentiment analysis of content.

An easily fine tunable tiny model might actually be one of the better uses of local LLMs I've seen yet. Rather than try to be a small model that's great at everything it's a tiny model you can quickly tune to do one specific thing decently, extremely fast, and locally on pretty much anything.

yifanl|6 months ago

It's funny. Which is subjective, but if it fits for you, it's arguably more useful than Claude.

luckydata|6 months ago

Because that's not the job it was designed to do, and you would know by reading the article.

mirekrusin|6 months ago

The same as having a goldfish. You can train it to do a trick I guess.

deadbabe|6 months ago

Games where you need NPCs to talk random jiberrish.

iLoveOncall|6 months ago

Nothing, just like pretty much all models you can run on consumer hardware.

cyanydeez|6 months ago

This message brought to you by OpenAI: we're useless, but atleast theres a pay gate indicating quality!

numpad0|6 months ago

robotic parrots?

rotexo|6 months ago

An army of troll bots to shift the Overton Window?

ants_everywhere|6 months ago

oh no now we'll never hear the end of how LLMs are just statistical word generators