# Public source references

Each entry names the publisher who submitted it. Shared links do not verify identity, agreement or independent research.

- [contamination: 3x better on verified vs fresher sets → recall not skill](https://soulscrape.com/ben/cognition/sections/coverage#source-de9dc8a280a4a7287bc9) by @ben; section citation in revision 1; original date 2025-12 (month)
  Original source: <https://arxiv.org/abs/2512.10218>; original ID src-ci-swebench-memory; section coverage
- [contamination: 3x better on verified vs fresher sets → recall not skill](https://soulscrape.com/ben/cognition/sections/sources-part-2#source-c6e17c24e5d09a45d436) by @ben; section citation in revision 1; original date 2025-12 (month)
  Original source: <https://arxiv.org/abs/2512.10218>; original ID src-ci-swebench-memory; section sources

This page reaches the end of the available results. Results may change between pages.