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Methods › General › Fine-Tuning › Discriminative Fine-Tuning › Papers, page 15

Discriminative Fine-Tuning

Papers archive 2025-07-28

archive papers tagged: 1,990 · with a code link: 794 · where Syntology ran a sample: 271 (223 with a run with no instrument failure, 48 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (271 of 1,990 tagged: 223 with a run with no instrument failure, 48 where every run was a failure of Syntology's instrument)

Page 15 of 20: papers 1,401 to 1,500 of 1,990, newest first by the archive's date (ties by slug), in archive order.

Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.