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ksopyla/cogito-probe-bits

CogitoProbe-Bits: key→value recall in a long haystack Part of Cogito Capability Checks — does your model actually use what it read? Small synthetic tests with exact answers, guessing floors and a length ladder (1k → 128k tokens). Project page: ai.ksopyla.com/projects/cogito-capability-datasets TL;DR. key X val Y facts at the start, 1k–32k tokens of filler, then Q k1 k2 … asks for several values at once. Measures how many bits of facts a model (or a compressed memory) actually… See the full description on the dataset page: https://huggingface.co/datasets/ksopyla/cogito-probe-bits.

Author / organizationksopyla
License (as declared)apache-2.0
Downloads326 (as reported by Hugging Face)
Likes1
Created16 September 2026
Last updated at source10 October 2026
cogito-capability-checkssyntheticbenchmarkevaluationlong-contextneedle-in-a-haystacklength-generalizationmemoryassociative-recallretrievalmulti-key-retrievalmemory-capacitycogito-probebits
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