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prepare_sample_text

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

prepare_sample_text appears in the code Syntology harvested for 10 papers, as 7 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 9 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 prepare_sample_text 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 7 distinct code bodies named prepare_sample_text; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 8 of the 11 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

10 papers shown of 10, newest first; 11 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. 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
Model-based Preference Optimization in Abstractive Summarization without Human Feedback 27 Sep 2024 cjaep/MPO/preferred_FT.py 556aa92bf20578ab unverified no licence file found · pointer only
Model-based Preference Optimization in Abstractive Summarization without Human Feedback 27 Sep 2024 cjaep/MPO/sft.py 3cfed02e13013093 unverified no licence file found · pointer only
The Art of Saying No: Contextual Noncompliance in Language Models 2 Jul 2024 allenai/compred/sft.py 148dc2c38b7cd922 ran Apache-2.0 (permissive)
ESCoT: Towards Interpretable Emotional Support Dialogue Systems 16 Jun 2024 TeigenZhang/ESCoT/supervised_finetuning_cot.py b660a6bb2cfcc092 ran no licence file found · pointer only
It Takes Two: On the Seamlessness between Reward and Policy Model in RLHF 12 Jun 2024 taiminglu/seamless/code/train/sft.py 148dc2c38b7cd922 ran no licence file found · pointer only
D2PO: Discriminator-Guided DPO with Response Evaluation Models 2 May 2024 PrasannS/d2po/src/trainsft.py 148dc2c38b7cd922 ran no licence file found · pointer only
Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models 1 Jan 2024 bigcode-project/astraios/training/finetune.py 1163ae6f8c7ed82a ran · our draft was wrong MIT (permissive)
Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging 17 Oct 2023 joeljang/rlphf/training/multitask_training.py c91f5610ae8e27c8 ran no licence file found · pointer only
The Trickle-down Impact of Reward (In-)consistency on RLHF 28 Sep 2023 shadowkiller33/contrast-instruction/code/supervised_finetuning.py 148dc2c38b7cd922 ran no licence file found · pointer only
StarCoder: may the source be with you! 9 May 2023 bigcode-project/starcoder/finetune/finetune.py 6e471bf54711b54f ran · our draft was wrong Apache-2.0 (permissive)
SantaCoder: don't reach for the stars! 9 Jan 2023 identical code first harvested elsewhere 6e471bf54711b54f ran · our draft was wrong licence of this copy not recorded

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