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prediction

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

prediction appears in the code Syntology harvested for 11 papers, as 11 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 2 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 prediction 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 6 of the 11 distinct code bodies named prediction; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
2ran
5unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 11 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

11 papers shown of 11, newest first; 11 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; 2 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
arXiv:2506.15201 2025-06 (from id) JiayinXu5499/PSIC/loss/prediction.py 79e0e21fd9372961 unverified MIT (permissive)
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models 16 Oct 2024 rmanluo/graph-constrained-reasoning/workflow/predict_paths_and_answers.py 0bcfb6bdefa6b543 ran · our draft was wrong MIT (permissive)
Verifiably Robust Conformal Prediction 29 May 2024 ddv-lab/Verifiably_Robust_CP/VRCP_Classification/VRCP/experiment.py 5351b0a2e6494ed5 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Hard-label based Small Query Black-box Adversarial Attack 9 Mar 2024 jpark04-qub/sqba/attacks.py 7ce868ca72a63358 ran MIT (permissive)
FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models 27 Nov 2023 Justherozen/FreeAL/self_training_slm/utils/utils.py 551cc564f2aea34d ran fingerprinted no licence file found · pointer only
Benchmarking Large Language Models on CMExam -- A Comprehensive Chinese Medical Exam Dataset 5 Jun 2023 williamliujl/cmexam/src/evaluation/evaluate_chatglm_result.py 2dee8b79c911b143 unverified Apache-2.0 (permissive)
How Many and Which Training Points Would Need to be Removed to Flip this Prediction? 4 Feb 2023 ecielyang/smallest_set/recursive.py 6154bee9b6ca26bd ran · our draft was wrong no licence file found · pointer only
Graph Random Neural Network for Semi-Supervised Learning on Graphs 22 May 2020 junzhuang-code/graphss/graphSS/models_SS.py 3bce344d99820bd8 ran · our draft was wrong MIT (permissive)
Application of Decision Rules for Handling Class Imbalance in Semantic Segmentation 24 Jan 2019 robin-chan/decision-rules/scripts-predict/predict.py 4fa6717c9d8a2be2 unverified no licence file found · pointer only
Automated Hate Speech Detection and the Problem of Offensive Language 11 Mar 2017 renuka-fernando/sinhalese_language_racism_detection/classifier/python/classifier/validate.py 3a614652957cc69a unverified MIT (permissive)
arXiv:2024.findings-emnlp.253 WilliamZR/ProTrix/evaluation/eval_with_llm.py a142eefafa8c89eb unverified 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