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normalize_label

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

normalize_label appears in the code Syntology harvested for 14 papers, as 15 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 8 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 normalize_label 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 10 of the 15 distinct code bodies named normalize_label; 5 are 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
6ran
5unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 15 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; 15 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 12 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
LookStep: Efficient Vision-Language Navigation with Linguistic Foresight and Event Driven Memory added by Syntology 2026-09 (from id) kunyang-YU/LookStep/simulation/evaluate_short_label_sim.py c271350561c8e5fd unverified no licence file found · pointer only
RePolicy: Reinforcement Learning for Safety-Policy Invocation in Agent Safeguards REPOLICY: REINFORCEMENT LEARNING FOR SAFETY-POLICY INVOCATION IN AGENT SAFEGUARDS added by Syntology 2026-08 (from id) jianghoucheng/RePolicy/repolicy/reward.py f67c43acf1151351 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
From Atomic Evidence to Logical Composition: Structured Compositional Reasoning over Compound Answer Options added by Syntology 2026-08 (from id) obedjunias19/structured-compositional-reasoning/lcsqa/run_direct_prompting.py 62cec6369fe909ac ran fingerprinted MIT (permissive)
UNMASK: Discovering and Causally Verifying Spurious Shortcuts in Text Classifiers added by Syntology 2026-08 (from id) chidaksh/spurious_mitigator/src/civil_comments/dfr_mining.py 5173cf23b452f023 ran no licence file found · pointer only
Would You Walk to the Car Wash? Revealing the Salience Bias of Large Language Models in Commonsense Reasoning added by Syntology 2026-07 (from id) Wuzheng02/SaliTrap/stability_retest/stability_retest.py 7ea76b00e4663067 ran fingerprinted no licence file found · pointer only
Would You Walk to the Car Wash? Revealing the Salience Bias of Large Language Models in Commonsense Reasoning added by Syntology 2026-07 (from id) Wuzheng02/SaliTrap/v2_pipeline/phystrap_filtering_pipeline_v2.py 39dc182862e95f62 ran fingerprinted no licence file found · pointer only
Adapting Reinforcement Learning with Chain-of-Thought Supervision for Explainable Detection of Hateful and Propagandistic Memes added by Syntology 2026-06 (from id) MohamedBayan/MemeReason/evaluation/compute_metrics.py 71972f6d1cc6bb71 ran fingerprinted no licence file found · pointer only
Leveraging Audio-LLMs to Filter Speech-to-Speech Training Data added by Syntology 2026-06 (from id) chin-alt/S2S-Filtering/src/filtering/ranker.py 98ee62285963d389 ran · our draft was wrong no licence file found · pointer only
GRADE: Generalizable Reasoning-Aware Dialogue Evaluation for AI Tutors added by Syntology 2026-05 (from id) AIM-SCU/GRADE/evaluate_run.py 0faa2fb69322cfbd ran · our draft was wrong fingerprinted no licence file found · pointer only
ChaosBench-Logic v2: Evaluating LLM Logical Reasoning over Dynamical Systems at Scale added by Syntology 2026-05 (from id) 11NOel11/ChaosBench-Logic/chaosbench/eval/metrics.py c9e6c64153fcf530 ran fingerprinted MIT (permissive)
RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World added by Syntology 2026-04 (from id) hbing-l/chronos/utils.py 171ec02a38b9da86 unverified no licence file found · pointer only
Towards Robust Cross-Dataset Object Detection Generalization under Domain Specificity added by Syntology 2026-01 (from id) Ritabrata04/cdod-icpr/predictions_to_coco.py 912d63a41e05581c unverified no licence file found · pointer only
MedRAGChecker: Claim-Level Verification for Biomedical Retrieval-Augmented Generation added by Syntology 2026-01 (from id) JoyDajunSpaceCraft/MedicalRagChecker/DistillChecker/train_checker_grpo.py 53c5419d9bb3ee24 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
FLEX: Unifying Evaluation for Few-Shot NLP 15 Jul 2021 allenai/unifew/unifew/utils.py 8dd2a7e08bd3b06a unverified Apache-2.0 (permissive)
arXiv:2025.emnlp-industry.190 ismail31416/CAPSTONE/capstone/eval/metrics.py 71c6f73c7869022f 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