Home › Code › load_dataset_column

load_dataset_column

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

load_dataset_column appears in the code Syntology harvested for 10 papers, as 2 distinct code bodies found in 10 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 load_dataset_column 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 1 of the 2 distinct code bodies named load_dataset_column; 1 is 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
1ran
1unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 10 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; 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. 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
EXAONE Deep: Reasoning Enhanced Language Models 16 Mar 2025 tengxiao1/simper/alignment/decontaminate.py a3791c5c2185e013 ran MIT (permissive)
Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support 25 Feb 2025 jdh-algo/Citrus/model_train/alignment/decontaminate.py a3791c5c2185e013 ran MIT (permissive)
SelfCodeAlign: Self-Alignment for Code Generation 31 Oct 2024 bigcode-project/starcoder2-self-align/src/star_align/decontamination/benchmark_data.py 9c7f0c27b8d08b0f unverified Apache-2.0 (permissive)
$α$-DPO: Adaptive Reward Margin is What Direct Preference Optimization Needs 14 Oct 2024 junkangwu/alpha-dpo/alignment/decontaminate.py a3791c5c2185e013 ran MIT (permissive)
Margin Matching Preference Optimization: Enhanced Model Alignment with Granular Feedback 4 Oct 2024 kykim0/margin-matching-pref-opt/src/alignment/decontaminate.py a3791c5c2185e013 ran Apache-2.0 (permissive)
Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities 5 Sep 2024 lamm-mit/llm-finetuning/alignment-handbook/src/alignment/decontaminate.py a3791c5c2185e013 ran no licence file found · pointer only
CompAct: Compressing Retrieved Documents Actively for Question Answering 12 Jul 2024 dmis-lab/CompAct/alignment-handbook/src/alignment/decontaminate.py a3791c5c2185e013 ran no licence file found · pointer only
Suri: Multi-constraint Instruction Following for Long-form Text Generation 27 Jun 2024 chtmp223/suri/ft/lib/alignment_mod/decontaminate.py a3791c5c2185e013 ran no licence file found · pointer only
Discovering Preference Optimization Algorithms with and for Large Language Models 12 Jun 2024 luchris429/DiscoPOP/src/alignment/decontaminate.py a3791c5c2185e013 ran MIT (permissive)
SimPO: Simple Preference Optimization with a Reference-Free Reward 23 May 2024 princeton-nlp/SimPO/alignment/decontaminate.py a3791c5c2185e013 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