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find_module

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

find_module appears in the code Syntology harvested for 14 papers, as 6 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 12 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 find_module 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 5 of the 6 distinct code bodies named find_module; 1 is 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
1ran
1unverified
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, and the graph's for 4 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
OpenHalDet: A Unified Benchmark for Hallucination Detection across Diverse Generation Scenarios added by Syntology 2026-06 (from id) Nellie179/Hallucination-Detection/baseline_detectors/data_utils/llm_layers.py f645eb270214bfa4 ran no licence file found · pointer only
Influence-Preserving Proxies for Gradient-Based Data Selection in LLM Fine-tuning added by Syntology 19 Feb 2026 csr16/IProX/utils/init_with_ipsvd.py 19a8b392e9969737 ran · our draft was wrong no licence file found · pointer only
Powering Up Zeroth-Order Training via Subspace Gradient Orthogonalization added by Syntology 2026-02 (from id) OPTML-Group/ZO-Muon/llm/lora.py b5adfd6ac99a1b18 ran · our draft was wrong MIT (permissive)
Beyond Forgetting: Machine Unlearning Elicits Controllable Side Behaviors and Capabilities added by Syntology 2026-01 (from id) roeehendel/icl_task_vectors/core/models/utils/llm_layers.py 281023289972b87d unverified no licence file found · pointer only
The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering 5 Feb 2025 LzVv123456/VISTA/llm_layers.py 281023289972b87d unverified MIT (permissive)
Zeroth-Order Fine-Tuning of LLMs in Random Subspaces 11 Oct 2024 zimingyy/subzero/large_models/lora.py b5adfd6ac99a1b18 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning 6 May 2024 qizhou000/RECIPE/editors/recipe/recipe.py 0b7bebf9d95d540c ran · our draft was wrong MIT (permissive)
Random Masking Finds Winning Tickets for Parameter Efficient Fine-tuning 4 May 2024 JingXuTHU/Random-Masking-Finds-Winning-Tickets-for-Parameter-Efficient-Fine-tuning/PEFT/random_masking.py b5adfd6ac99a1b18 ran · our draft was wrong no licence file found · pointer only
Improving Language Understanding from Screenshots 21 Feb 2024 princeton-nlp/ptp/modeling/modeling_ptp.py afbc39b92210ad29 ran · our draft was wrong MIT (permissive)
Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark 18 Feb 2024 zo-bench/zo-llm/zo-bench/lora.py b5adfd6ac99a1b18 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models 18 Feb 2024 yifanycc/loretta/large_models/lora.py b5adfd6ac99a1b18 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
ZO-AdaMU Optimizer: Adapting Perturbation by the Momentum and Uncertainty in Zeroth-order Optimization 23 Dec 2023 mathisall/zo-adamu/lora.py b5adfd6ac99a1b18 ran · our draft was wrong no licence file found · pointer only
DPZero: Private Fine-Tuning of Language Models without Backpropagation 14 Oct 2023 Liang137/DPZero/opt/src/lora.py b5adfd6ac99a1b18 ran · our draft was wrong MIT (permissive)
Fine-Tuning Language Models with Just Forward Passes 27 May 2023 princeton-nlp/mezo/large_models/lora.py b5adfd6ac99a1b18 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