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In the limit case, to an actual general intelligence, representation is superfluous, because it can figure out how to convert freely. To the extent that the cu
by RainyDayTmrw 1y ago
In the limit case, to an actual general intelligence, representation is superfluous, because it can figure out how to convert freely.
To the extent that the current generation of AI isn't general, yeah, papering over some of its weaknesses may allow you to expose other parts of it, both strengths and other weaknesses.
- kadoban 1y agoA human can easily struggle at solving a poorly communicated puzzle, especially if paper/pencil or something isn't available to convert to a better format. LLMs can look back at what they wrote, but it seems kind of like a poor format for working out a better representation to me.
- kinduff 1y agoI found some papers [n] about this. And I think the answer is yes, the format matters asnd hence the representation. I wonder if the author would be willing to try with another representation. [1]: Does Prompt Formatting Have Any Impact on LLM Performance? https://arxiv.org/html/2411.10541v1 https://arxiv.org/html/2411.10541v1 [2]: Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding - A Survey https://arxiv.org/html/2402.17944v2 https://arxiv.org/html/2402.17944v2