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aggregate_metrics

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

aggregate_metrics appears in the code Syntology harvested for 13 papers, as 11 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 4 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 aggregate_metrics 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 4 of the 11 distinct code bodies named aggregate_metrics; 7 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
3ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 13 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

13 papers shown of 13, newest first; 13 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 6 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
Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation added by Syntology 2026-09 (from id) lucasdocunha/FaceForgery-Benchmark/make_tables.py 314b71af44b78625 unverified no licence file found · pointer only
Language-Informed Flow Matching for Trend-Guided Structure-Based 3D Molecular Generation added by Syntology 2026-08 (from id) kasurl/LiFT/src/generate.py 77ddb1afea6e25ff unverified MIT (permissive)
Teacher-Free Self-Training Amplifies but Does Not Compound: A Pass@K Crossover on a Free-Verifier Domain added by Syntology 2026-06 (from id) izzortsi/trapdoor-loom/aggregate_seeds.py 25c7ab133d3809e8 ran no licence file found · pointer only
V4FinBench: Benchmarking Tabular Foundation Models, LLMs, and Standard Methods on Corporate Bankruptcy Prediction added by Syntology 2026-05 (from id) genwro-ai/V4FinBench/src/v4finbench/evaluation/results.py 096f3c88d898b899 ran MIT (permissive)
IRPAPERS: A Visual Document Benchmark for Scientific Retrieval and Question Answering added by Syntology 2026-02 (from id) weaviate/query-agent-benchmarking/query_agent_benchmarking/internal/core/domain/analysis.py c417197188899940 unverified BSD-3-Clause (permissive)
Flow Matching Calibration for Simulation-Based Inference under Model Misspecification added by Syntology 2025-09 (from id) pruhlmann/FMCPE/create_comparison_plots.py cab7e77f61109439 unverified MIT (permissive)
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling 25 Jun 2025 gair-nlp/octothinker/eval/summarize_results.py 8b9e2baf73bb9a6f unverified Apache-2.0 (permissive)
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models 5 Feb 2024 deepseek-ai/deepseek-math/evaluation/summarize_results.py 8b9e2baf73bb9a6f unverified MIT (permissive)
Jointly-Learned Exit and Inference for a Dynamic Neural Network : JEI-DNN 13 Oct 2023 networkslab/dynn/src/collect_metric_iter.py a13a08686e59be7a ran no licence file found · pointer only
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding 7 Oct 2022 google-research/pix2struct/pix2struct/metrics.py b4928537d2a4c2e0 unverified Apache-2.0 (permissive)
TEACh: Task-driven Embodied Agents that Chat 1 Oct 2021 alexa/teach/src/teach/eval/compute_metrics.py 297d294427543dc6 ran · our draft was wrong no licence file found · pointer only
Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA 17 Jun 2019 jiangycTarheel/Adversarial-MultiHopQA/nectar/nectar/theanoutil/model.py 52f030918856dc44 unverified MIT (permissive)
arXiv:2025.acl-long.1506 deepseek-ai/DeepSeek-Math/evaluation/summarize_results.py 8b9e2baf73bb9a6f 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