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encode_text_with_prompt_ensemble

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

encode_text_with_prompt_ensemble appears in the code Syntology harvested for 6 papers, as 3 distinct code bodies found in 6 places (a place is one code body under one paper). At least one of them ran in 2 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 encode_text_with_prompt_ensemble 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 1 of the 3 distinct code bodies named encode_text_with_prompt_ensemble; 2 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
0ran
2unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 6 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

6 papers shown of 6, newest first; 6 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. 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
Towards Training-free Anomaly Detection with Vision and Language Foundation Models 24 Mar 2025 zhang0jhon/LogSAD/prompt_ensemble.py d6cbed724d58041a ran · our draft was wrong no licence file found · pointer only
Kernel-Aware Graph Prompt Learning for Few-Shot Anomaly Detection 23 Dec 2024 cvl-hub/kag-prompt/code/model/openllama.py b7db790f54abfb17 unverified MIT (permissive)
Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection 29 Oct 2023 tzjtatata/myriad/minigpt4/models/adexpert.py b7db790f54abfb17 unverified no licence file found · pointer only
Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization 30 Aug 2023 hq-deng/AnoVL/prompt_ensemble.py 06c5062b292c220a unverified MIT (permissive)
AnomalyGPT: Detecting Industrial Anomalies Using Large Vision-Language Models 29 Aug 2023 casia-iva-lab/anomalygpt/code/model/openllama.py b7db790f54abfb17 unverified no licence file found · pointer only
APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD 27 May 2023 bychelsea/vand-april-gan/prompt_ensemble.py d6cbed724d58041a 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