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Mawazo
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Mostly technology with occasional sprinkling of other random thoughts
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Mawazo
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Mawazo | Mostly technology with occasional sprinkling of other random thoughts Mawazo Mostly technology with occasional sprinkling of other random thoughts Skip to content Home About ← Older posts LLM Failure on Out of Distribution Reasoning and Problem Solving Tasks Posted on July 29, 2024 by Pranab Bold and outlandish claims have been made about reasoning and problem solving abilities of LLM. The truth is that the architecture of Transformer underneath GPT based LLM has not affordance for solution of reasoning and problem solving. Technically speaking, the Transformer architecture doesn’t have any inductive bias for reasoning and general problem solving. Inductive bias is a set of assumptions that’s made in the learning algorithm and the model architecture with respect to the data and the goal of the task. The only inductive bias in the Transformer is associative or co occurrence pattern learning at various levels of abstractions. In this post I will t...
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