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setup_model

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

setup_model appears in the code Syntology harvested for 8 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 2 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 setup_model 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 10 distinct code bodies named setup_model; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
1ran
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 10 places is 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

8 papers shown of 8, newest first; 10 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 1 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
Darkness Visible: Reading the Exception Handler of a Language Model added by Syntology 2026-04 (from id) pbalogh/transparent-gpt2/src/knowledge_neurons_eval.py 5374181db796fdd8 unverified no licence file found · pointer only
MedAgentsBench: Benchmarking Thinking Models and Agent Frameworks for Complex Medical Reasoning 10 Mar 2025 gersteinlab/medagents-benchmark/baselines/MDAgents/utils.py 524c7f26e71adef4 unverified MIT (permissive)
IPO: Your Language Model is Secretly a Preference Classifier 22 Feb 2025 shivank21/Implicit_Preference_Optimization/Preference_Comparison/RM_Bench/ours.py a1ec72396ee0f3c5 unverified Apache-2.0 (permissive)
IPO: Your Language Model is Secretly a Preference Classifier 22 Feb 2025 shivank21/Implicit_Preference_Optimization/Preference_Comparison/Reward_Bench/ours.py aff799719ba11c19 unverified Apache-2.0 (permissive)
Large Language Models Can Learn Temporal Reasoning 12 Jan 2024 xiongsiheng/tg-llm/src/CoT_bootstrap.py 5e981e8216935d05 ran MIT (permissive)
FlexModel: A Framework for Interpretability of Distributed Large Language Models 5 Dec 2023 VectorInstitute/flex_model/demos/induction_heads_multigpu.py 22b6cdaad2f0133a unverified MIT (permissive)
GPT4All: An Ecosystem of Open Source Compressed Language Models 6 Nov 2023 nomic-ai/gpt4all/gpt4all-training/eval_self_instruct.py 79976b8d8cc42886 unverified MIT (permissive)
GPT4All: An Ecosystem of Open Source Compressed Language Models 6 Nov 2023 nomic-ai/gpt4all/gpt4all-training/generate.py 3897e11464623eb6 unverified MIT (permissive)
Variational Inference with Gaussian Score Matching 15 Jul 2023 modichirag/gsm-vi/examples/example_gsm_numpy.py 13f8ea5707654023 ran · our draft was wrong MIT (permissive)
Finding Moments in Video Collections Using Natural Language 30 Jul 2019 escorciav/moments-retrieval-page/moment_freq_prior.py 1fce4e0dc008c8b4 unverified 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