Re:Alpaca- An Instruct Tuned Llama 7B. Responses on par with...
by z3t4 on Monday March 13, 2023 @03:49PM
(#35141432)
Training a model to do math is impossible. If you tell a child that 1+1=2 10+10=20 100+100=200 an "AI" can not figure out that 1000+1000=2000 like a child can.
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Re:Alpaca- An Instruct Tuned Llama 7B. Responses on par with...
by barking_biscuit on Monday March 13, 2023 @04:41PM
(#35142227)
>Training a model to do math is impossible.
https://www.deepmind.com/blog/discovering-novel-algorithms-w...
Re:Alpaca- An Instruct Tuned Llama 7B. Responses on par with...
by i-use-nixos-btw on Monday March 13, 2023 @04:55PM
(#35142438)
A language model cannot, by itself, figure that out, at least not to arbitrary complex inputs.
But it’s a fairly sweeping statement to say that AI cannot do it.
Re:Alpaca- An Instruct Tuned Llama 7B. Responses on par with...
by rkwasny on Monday March 13, 2023 @06:06PM
(#35143660)
Of course it is possible for LLM model to learn this!
The problem was with token embeddings, not with math.
Re:Alpaca- An Instruct Tuned Llama 7B. Responses on par with...
by uh_uh on Monday March 13, 2023 @07:29PM
(#35144768)
Has this actually been tried? It would be trivial to generate a very large dataset of simple additions and see if an LLM gets it. Maybe it wouldn't serve an immediate practical purpose but I'm curious.
Re:Alpaca- An Instruct Tuned Llama 7B. Responses on par with...
by z3t4 on Tuesday March 14, 2023 @06:05PM
(#35159621)
I did try this, although I'm not an AI expert. It will work great for everything that are in the training set, but if there is a hole the model will have trouble. Lets say we train a model with the numbers 1 and 2. 1+1=2, 1+2=3, 2+2=4
we now give the model 2+1 it will likely guess 2 or 4 because those are the ones that have 2 or 1 in the correct place. A neural network can't do logic. It's good at other things though, for example parsing, a language model could parse human input "two plus one" to 2+1 and then just calculate the answer using a math library.