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Methods › General › Fine-Tuning › Discriminative Fine-Tuning › Papers where code ran, page 2

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)

Syntology We ran code from the paper's repository; we did not isolate this method inside it.

Page 2 of 3: papers 101 to 200 of the 271 tagged papers where Syntology ran at least one harvested sample (223 with a run with no instrument failure, 48 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

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.