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prepare_inputs

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

prepare_inputs appears in the code Syntology harvested for 14 papers, as 12 distinct code bodies found in 14 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_inputs 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 7 of the 12 distinct code bodies named prepare_inputs; 5 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
5ran
5unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 14 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

14 papers shown of 14, newest first; 14 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; 1 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
Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation 9 Jan 2025 kimanki/tafas/tta/tafas.py 4bdfc4f9ecfaa4e7 ran · our draft was wrong licence not identified · pointer only
Gradient-based Jailbreak Images for Multimodal Fusion Models 4 Oct 2024 facebookresearch/multimodal-fusion-jailbreaks/src/fusion_jailbreaks/utils.py 4da4b38a1de57017 unverified licence not identified · pointer only
xGen-MM (BLIP-3): A Family of Open Large Multimodal Models 16 Aug 2024 zzxslp/som-llava/SoM/gpt4v.py de0b3299e81e5722 ran no licence file found · pointer only
Revisiting Who's Harry Potter: Towards Targeted Unlearning from a Causal Intervention Perspective 24 Jul 2024 ucsb-nlp-chang/causal_unlearn/soft_embed_attack.py bff95ada8f145722 unverified MIT (permissive)
See It from My Perspective: Diagnosing the Western Cultural Bias of Large Vision-Language Models in Image Understanding 17 Jun 2024 amith-ananthram/see-it-from-my-perspective/3_judge_dollarstreet_with_prometheus.py d065eeaf46e1419c ran no licence file found · pointer only
Parallelizing Linear Transformers with the Delta Rule over Sequence Length 10 Jun 2024 identical code first harvested elsewhere 504fc87f3805932d ran · our draft was wrong licence of this copy not recorded
Responsible Visual Editing 8 Apr 2024 kodenii/Responsible-Visual-Editing/gpt4v.py 3b46f108f6136ca9 ran no licence file found · pointer only
Weakly Supervised Gaussian Contrastive Grounding with Large Multimodal Models for Video Question Answering 19 Jan 2024 whb139426/gcg/finetune_ans.py a58afd4ef4a248cc unverified no licence file found · pointer only
Cross-modal Retrieval for Knowledge-based Visual Question Answering 11 Jan 2024 paullerner/viquae/meerqat/models/utils.py 5f326428e6fbad60 ran licence not identified · pointer only
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image 12 Dec 2023 halleewong/ScribblePrompt/scribbleprompt/models/unet.py a2294a98b783fc03 unverified Apache-2.0 (permissive)
Gated Linear Attention Transformers with Hardware-Efficient Training 11 Dec 2023 fla-org/flash-linear-attention/benchmarks/benchmark_training_throughput.py 504fc87f3805932d ran · our draft was wrong MIT (permissive)
Representation Engineering: A Top-Down Approach to AI Transparency 2 Oct 2023 andyzoujm/representation-engineering/lorra_finetune/src/train_val_datasets.py 97aa4e637d9f5444 ran MIT (permissive)
TESS: Text-to-Text Self-Conditioned Simplex Diffusion 15 May 2023 allenai/tess-diffusion/gold_text_eval.py 3b9b06a478891e48 unverified Apache-2.0 (permissive)
arXiv:openreview_WsNpCXq6SG AlayaDB-AI/FiX/benchmarks/benchmark_training_throughput.py 504fc87f3805932d ran · our draft was wrong 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