Home › Code › format_data

format_data

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

format_data appears in the code Syntology harvested for 13 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 1 of the code bodies carries 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 format_data 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 8 of the 13 distinct code bodies named format_data; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
4ran
5unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 13 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

13 papers shown of 13, newest first; 13 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 2 papers added by Syntology. 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
Identifying implicit bias in LLM-based chat AI toward people with intellectual disabilities added by Syntology 2026-07 (from id) specialolympics/implicit_bias_llms/code/format_data.py c53374aaedeb79d4 ran GPL-3.0 (copyleft) · pointer only
Iterative Prompt Refinement for Safer Text-to-Image Generation added by Syntology 2025-09 (from id) ku-dmlab/IPR/vl_sft.py affb4504d85ac0b7 unverified Apache-2.0 (permissive)
Training Language Models to Reason Efficiently 6 Feb 2025 stardewxxx/o1-pruner/o1_scripts/construct_dataset.py 2818be86730dbfa8 ran · our draft was wrong MIT (permissive)
Is Your LLM Outdated? Evaluating LLMs at Temporal Generalization 14 May 2024 freedomintelligence/freshbench/script/format4score.py 362cc4cc9069be45 ran no licence file found · pointer only
Expert-guided Bayesian Optimisation for Human-in-the-loop Experimental Design of Known Systems 5 Dec 2023 trsav/hitl-bo/bo/utils.py 77467af29804f6b4 ran MIT (permissive)
Assessing Knowledge Editing in Language Models via Relation Perspective 15 Nov 2023 weiyifan1023/knowledge-edit-based-on-relation-perspective/baselines/kn/knowledge_neurons/plot_pararel_results.py 2d71184c9abd680c ran no licence file found · pointer only
PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning 31 May 2023 allenai/plasma/verifier_guided_decoding/verifier_guided_generation.py ec3022b867eaf47a ran · our draft was wrong Apache-2.0 (permissive)
Deep Gaussian Process-based Multi-fidelity Bayesian Optimization for Simulated Chemical Reactors 31 Oct 2022 optimal-pse-lab/pulsed-reactor-optimisation/utils.py 42c4b8839b4ec7a2 unverified MIT (permissive)
Neural-Fly Enables Rapid Learning for Agile Flight in Strong Winds 13 May 2022 aerorobotics/neural-fly/utils.py 60fb21c65d52b0db ran · our draft was wrong no licence file found · pointer only
Ordered Preference Elicitation Strategies for Supporting Multi-Objective Decision Making 21 Feb 2018 lmzintgraf/gp_pref_elicit/gp_utilities/utils_data.py f76b913d68f5771b unverified MIT (permissive)
Tacotron: Towards End-to-End Speech Synthesis 29 Mar 2017 mozilla/TTS/TTS/bin/train_tacotron.py 9df2870ead7d247b unverified MPL-2.0 (copyleft) · pointer only
A Diversity-Promoting Objective Function for Neural Conversation Models 11 Oct 2015 kennethjones17/chatbot/1.py 60443b1c88d3531b unverified MIT (permissive)
Ask Me Anything: Dynamic Memory Networks for Natural Language Processing 24 Jun 2015 Asteur/someChatbot/do_make_db_from_reddit.py 8d6964bc65ba3a5d ran · our draft was wrong fingerprinted 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