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prepare_prompt

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

prepare_prompt appears in the code Syntology harvested for 8 papers, as 8 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 3 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 prepare_prompt 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 5 of the 8 distinct code bodies named prepare_prompt; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
2ran
3unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 8 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

8 papers shown of 8, newest first; 8 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 3 papers added by Syntology; 1 papers have no page here and are shown by arXiv id only. 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
UNMASK: Discovering and Causally Verifying Spurious Shortcuts in Text Classifiers added by Syntology 2026-08 (from id) chidaksh/spurious_mitigator/src/civil_comments/spurfinder.py 995d99f342d7b16d ran no licence file found · pointer only
Auditing Forgetting in Limited Memory Language Models added by Syntology 2026-07 (from id) raeesiarya/LMLMAudit/src/lmlm-audit/run_audit.py f7a44c18a1cf3b39 ran · our draft was wrong fingerprinted MIT (permissive)
Temporal Conflicts in LLMs: Reproducibility Insights from Unifying DYNAMICQA and MULAN added by Syntology 2026-03 (from id) terrierteam/temporal_conflicts/fact_mutability/bkp_inference.py 087a8df73a06c291 unverified no licence file found · pointer only
arXiv:2507.17539 2025-07 (from id) MeteorElf/FundusExpert/src/eval/eval_api/call_api.py c0da0a953e4ec70f unverified Apache-2.0 (permissive)
Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models 25 Jan 2025 pku-icst-mipl/finedefics_iclr2025/FOCI-Benchmark/benchmark/model/model.py 97922863aafd3d20 ran · our draft was wrong no licence file found · pointer only
SUGARCREPE++ Dataset: Vision-Language Model Sensitivity to Semantic and Lexical Alterations 17 Jun 2024 Sri-Harsha/scpp/generate_sugarcrepe_plus-mistral.py cd7870b8098d6090 ran · our draft was wrong fingerprinted MIT (permissive)
Large Language Models are Learnable Planners for Long-Term Recommendation 29 Feb 2024 jizhi-zhang/billp/generation_rec_agents.py 709bc4884360648d ran fingerprinted MIT (permissive)
Democratizing Reasoning Ability: Tailored Learning from Large Language Model 20 Oct 2023 Raibows/Learn-to-Reason/preprocessors.py 838de4f52529652c unverified no licence file found · pointer only

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