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Prompt

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

Prompt appears in the code Syntology harvested for 17 papers, as 17 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 3 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 Prompt 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 17 distinct code bodies named Prompt; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
8ran
9unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 17 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

17 papers shown of 17, newest first; 17 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; 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
GFMate: Empowering Graph Foundation Models with Test-time Prompt Tuning added by Syntology 2026-05 (from id) YanJiangJerry/GFMate/prompts/prompt.py e456fa52d8056dad ran · metamorphic tier: deterministic licence not identified · pointer only
Fine-Tuning and Evaluating Conversational AI for Agricultural Advisory added by Syntology 2026-03 (from id) digitalgreenorg/farmerchat-prompts/farmerchat_prompts/manager.py 6801332cf30abc50 unverified MIT (permissive)
ArenaRL: Scaling RL for Open-Ended Agents via Tournamentbased Relative Ranking added by Syntology 2026-01 (from id) Alibaba-NLP/qqr/qqr/reward_models/arena/double_elimination.py 1f2a45bb5ccf4c5f unverified Apache-2.0 (permissive)
SEMPO: Lightweight Foundation Models for Time Series Forecasting added by Syntology 2025-10 (from id) panzijie825/S2IP-LLM/Long-term_Forecasting/models/S2IPLLM.py 6a757cf95a80d1c3 ran fingerprinted MIT (permissive)
arXiv:2507.09183 2025-07 (from id) Jywsuperman/LGSP/models/prompt.py 76bf63ac6d6ad5ed unverified MIT (permissive)
Advancing Prompt-Based Methods for Replay-Independent General Continual Learning 2 Mar 2025 kangzhiq/misa/models/dualprompt.py 21676661a3cc5802 ran fingerprinted MIT (permissive)
Not Just Object, But State: Compositional Incremental Learning without Forgetting 4 Nov 2024 Yanyi-Zhang/CompILer/prompt.py 83b748f7a2039624 ran no licence file found · pointer only
Vector Quantization Prompting for Continual Learning 27 Oct 2024 jiaolifengmi/vq-prompt/learners/prompt.py 677d8160bcc4ebc6 unverified MIT (permissive)
Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental Learning 17 Sep 2024 KHU-AGI/VIL/prompt.py 2829557b0b54fe97 ran fingerprinted Apache-2.0 (permissive)
Prompt Learning for Generalized Vehicle Routing 20 May 2024 FeiLiu36/PromptVRP/Train/VRPPromptPool.py 4cef06f0c8fe663d unverified no licence file found · pointer only
Dynamically Anchored Prompting for Task-Imbalanced Continual Learning 23 Apr 2024 chenxing6666/DAP/prompt.py b3608e3a49d81351 ran no licence file found · pointer only
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning 6 Feb 2024 jpmorganchase/ovor/learners/prompt.py 94d1744c930d27d6 unverified Apache-2.0 (permissive)
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting 8 Oct 2023 liaoyuhua/tempo-pytorch/src/model.py c48e3d0e9e8f2f56 unverified MIT (permissive)
Universal and Transferable Adversarial Attacks on Aligned Language Models 27 Jul 2023 arobey1/smooth-llm/lib/attacks.py 6b3191d8fc67d0d2 ran MIT (permissive)
Active Example Selection for In-Context Learning 8 Nov 2022 chicagohai/active-example-selection/src/prompting/strategies/greedy_strategies.py 5c27cd49d2cb1b0d unverified MIT (permissive)
HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification 28 Apr 2022 wzh9969/HPT/models/prompt.py ddcf01bf6fe8d415 unverified MIT (permissive)
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning 10 Apr 2022 google-research/l2p/models/prompt.py d0ce331c08f5222e ran Apache-2.0 (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