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load_items

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

load_items appears in the code Syntology harvested for 10 papers, as 10 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 6 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_items 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 6 of the 10 distinct code bodies named load_items; 4 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
5ran
4unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 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, and the graph's for 5 papers added by Syntology; 2 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
Option-Aware Retrieval and Task-Specific VLM Adaptation for Medical VQA added by Syntology 2026-09 (from id) Kirscher/MedReason2026/finetune/build_sft_dataset.py c8dcd3491ff74701 unverified Apache-2.0 (permissive)
Do Current Retrievers Cover All the Evidence? A Controlled Study of Conjunctive Cross-Page Retrieval added by Syntology 2026-07 (from id) sunggukcha/n_clue/code/evaluate.py b035076c22823a53 ran licence not identified · pointer only
Benchmarking Multimodal Large Language Models for Scientific Visualization Literacy added by Syntology 2026-07 (from id) patdmp/mllm-scivis-lit-benchmark/src/convert_open_source_to_csv.py 696497391eafdfef ran licence not identified · pointer only
Benchmarking Multimodal Large Language Models for Scientific Visualization Literacy added by Syntology 2026-07 (from id) patdmp/mllm-scivis-lit-benchmark/src/utils.py 99b88126210298d8 ran licence not identified · pointer only
Instruction Complexity Induces Positional Collapse in Adversarial LLM Evaluation added by Syntology 2026-04 (from id) synthiumjp/bcb-sandbagging-pilot/run_study3.py e55e0822df93c985 ran no licence file found · pointer only
Verbal Confidence Saturation in 3-9B Open-Weight Instruction-Tuned LLMs: A Pre-Registered Psychometric Validity Screen added by Syntology 2026-04 (from id) synthiumjp/koriat/collect_data_v2.py 7a504a494e2c9480 ran MIT (permissive)
$\text{R}^2\text{ec}$: Towards Large Recommender Models with Reasoning 22 May 2025 YRYangang/RRec/preprocess.py 5e7e71e747850f1b unverified MIT (permissive)
RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions 31 Dec 2024 freedomintelligence/rag-instruct/retrieval_lm/passage_retrieval.py c3045447a535da01 ran · our draft was wrong Apache-2.0 (permissive)
SZTU-CMU at MER2024: Improving Emotion-LLaMA with Conv-Attention for Multimodal Emotion Recognition 20 Aug 2024 zebangcheng/emotion-llama/batch_infer.py 2f0c6446071c3dd6 unverified BSD-3-Clause (permissive)
arXiv:2025.findings-acl.307 hyp1231/AmazonReviews2023/product_search_results/eval_search.py 5b5901b90ddb592a unverified MIT (permissive)
arXiv:2025.emnlp-main.192 FreedomIntelligence/RAG-Instruct/retrieval_lm/passage_retrieval.py c3045447a535da01 ran · our draft was wrong Apache-2.0 (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