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sample_stddev

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

sample_stddev appears in the code Syntology harvested for 11 papers, as 2 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 1 of the code bodies carries 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 sample_stddev 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 2 distinct code bodies named sample_stddev; 1 is 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
1unverified
1fingerprinted

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; 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
Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora 10 Apr 2025 babylm/evaluation-pipeline/lm_eval/api/metric.py f6e58cdc3909f465 unverified MIT (permissive)
BlockPruner: Fine-grained Pruning for Large Language Models 15 Jun 2024 MrGGLS/BlockPruner/lm_eval/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted no licence file found · pointer only
Prompt-prompted Adaptive Structured Pruning for Efficient LLM Generation 1 Apr 2024 hdong920/griffin/src/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted no licence file found · pointer only
A Comprehensive Evaluation of Quantization Strategies for Large Language Models 26 Feb 2024 cordercorder/quant_eval/quant/SpQR/lm-evaluation-harness/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted no licence file found · pointer only
Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference 14 Feb 2024 hdong920/less/src/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted no licence file found · pointer only
LAiW: A Chinese Legal Large Language Models Benchmark 9 Oct 2023 dai-shen/laiw/src/financial-evaluation/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted MIT (permissive)
Okapi: Instruction-tuned Large Language Models in Multiple Languages with Reinforcement Learning from Human Feedback 29 Jul 2023 nlp-uoregon/mlmm-evaluation/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
ChessGPT: Bridging Policy Learning and Language Modeling 15 Jun 2023 waterhorse1/ChessGPT/eval/eval_clip/eval_clip_checkmate_in_one.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Do prompt positions really matter? 23 May 2023 milliemaoo/prompt-position/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted MIT (permissive)
Evaluating GPT-3.5 and GPT-4 Models on Brazilian University Admission Exams 29 Mar 2023 piresramon/gpt-4-enem/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2025.naacl-long.237 nbasyl/LLM-FP4/lm_eval/metrics.py d40f0123e8a8f5c0 ran · our draft was wrong fingerprinted 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