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get_forget_quality

Syntologyentry name in harvested coderead from the graph 2026-09-24

get_forget_quality appears in the code Syntology harvested for 7 papers, as 4 distinct code bodies found in 7 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named get_forget_quality do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 2 of the 4 distinct code bodies named get_forget_quality; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
2ran
2unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 7 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

7 papers shown of 7, newest first; 7 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 2 papers added by Syntology. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
MPU: Towards Secure and Privacy-Preserving Knowledge Unlearning for Large Language Models added by Syntology 2026-02 (from id) Tristan0318/MPU/src/evals/metrics/utils.py 52f38c1b3ab76533 unverified MIT (permissive)
Maximizing Local Entropy Where It Matters: Prefix-Aware Localized LLM Unlearning added by Syntology 6 Jan 2026 nxZhai/PALU/src/evals/metrics/utils.py 52f38c1b3ab76533 unverified MIT (permissive)
OpenUnlearning: Accelerating LLM Unlearning via Unified Benchmarking of Methods and Metrics 14 Jun 2025 locuslab/open-unlearning/src/evals/metrics/utils.py 52f38c1b3ab76533 unverified MIT (permissive)
Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset 5 Nov 2024 safolab-wisc/fiubench/aggregate_eval_stat.py 68e3681d9b0cfc5e unverified no licence file found · pointer only
MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts 18 Sep 2024 carol-gutianle/meow/meow/tofu/aggregate.py c55fe02db3bba2fc ran no licence file found · pointer only
Revisiting Who's Harry Potter: Towards Targeted Unlearning from a Causal Intervention Perspective 24 Jul 2024 ucsb-nlp-chang/causal_unlearn/aggregate_eval_tofu.py a5f0ef3f2aac73a7 ran MIT (permissive)
TOFU: A Task of Fictitious Unlearning for LLMs 11 Jan 2024 locuslab/tofu/aggregate_eval_stat.py c55fe02db3bba2fc ran MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections