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data_collator

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

data_collator appears in the code Syntology harvested for 11 papers, as 9 distinct code bodies found in 12 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 data_collator 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 9 distinct code bodies named data_collator; 3 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
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 12 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

11 papers shown of 11, newest first; 12 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; 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
Controlled Generation for Private Synthetic Text added by Syntology 2025-09 (from id) zzhao71/Controlled-Generation-for-Private-Synthetic-Text/partially_known_prefix_tuning.py 46553ac4f837993d unverified no licence file found · pointer only
FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data 22 Nov 2024 1xbq1/fedmllm/finetune/dataset.py 4212780bf7da9ddd unverified no licence file found · pointer only
MiniCPM-V: A GPT-4V Level MLLM on Your Phone 3 Aug 2024 OpenBMB/MiniCPM-o/finetune/dataset.py 4212780bf7da9ddd unverified Apache-2.0 (permissive)
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness 27 May 2024 openbmb/omnilmm/finetune/dataset.py 4212780bf7da9ddd unverified Apache-2.0 (permissive)
ProLLM: Protein Chain-of-Thoughts Enhanced LLM for Protein-Protein Interaction Prediction 30 Mar 2024 mingyuj666/prollm/train_ProLLM.py 6ce16a86620e8996 ran · our draft was wrong no licence file found · pointer only
Analysing The Impact of Sequence Composition on Language Model Pre-Training 21 Feb 2024 yuzhaouoe/pretraining-data-packing/packing_dataset.py 874a9519ebeb3c53 ran MIT (permissive)
ScreenAgent: A Vision Language Model-driven Computer Control Agent 9 Feb 2024 niuzaisheng/ScreenAgent/train/finetune_ScreenAgent.py ad5ba95300a1cc7a ran licence not identified · pointer only
CogAgent: A Visual Language Model for GUI Agents 14 Dec 2023 thudm/cogvlm/finetune_demo/evaluate_cogvlm_demo.py 54a2b4c8804d95b2 ran Apache-2.0 (permissive)
CogAgent: A Visual Language Model for GUI Agents 14 Dec 2023 thudm/cogvlm/finetune_demo/evaluate_cogagent_demo.py afd5a3b7c43f083d ran Apache-2.0 (permissive)
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters 13 Oct 2023 uclanlp/biases-llm-reference-letters/agency_classifier/finetune_bert_bias.py 3aca3023253a4a1d ran MIT (permissive)
arXiv:Hong_CogAgent_A_Visual_Language_Model_for_GUI_Agents_CVPR_2024_paper THUDM/CogVLM/finetune_demo/evaluate_cogvlm_demo.py 54a2b4c8804d95b2 ran Apache-2.0 (permissive)
arXiv:2023.acl-srw.19 nyuolab/text2table/text2table/models/data_collator.py 86a337949b5251cd 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