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This concept note extends Digital Echopraxia (DE), the author's framing of large language models (LLMs) as systems that structurally mimic reasoning present in their training distribution without underlying c...

Ah OK, got it! Thanks again for yet another option, it's really nice.

No no,
the "${!SAMPLES[@]}" expands to the indexes of the array, here 0 1 2 3

The array spans from SAMPLES[0] (clone4) to SAMPLES[3] (irradiated)

The loop cycles through the 0 1 2 3: in the 1st cycle the loop variable s is 0, in the 2nd cycle 1, then 2, then 3.

@MadeInGermany much appreciated! I learned a new thing as well, I was looking-up "${!SAMPLES[@]}" and saw it's called indirect parameter expansion which – if I understood correctly – expands the SAMPLES variable by appending the trailing _*** from graph and id, right?...

I do not see a need for associated (text-addressed) arrays. Here comes a version with normal (indexed) arrays: