Home › Code › get_metrics

get_metrics

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

get_metrics appears in the code Syntology harvested for 46 papers, as 42 distinct code bodies found in 47 places (a place is one code body under one paper). At least one of them ran in 23 of the papers; 6 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 get_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 20 of the 42 distinct code bodies named get_metrics; 22 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
5ran · fixture could not drive it
10ran
22unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 47 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

46 papers shown of 46, newest first; 47 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 3 papers added by Syntology; 3 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
PRISM: Powerful Time Series to Image (TS2I) Representations for Multivariate Anomaly Detection added by Syntology 2026-08 (from id) Smendowski/PRISM/TSB_AD/evaluation/metrics.py 7c220f2a618454a1 unverified MIT (permissive)
Topological Data Analysis for High-Dimensional Dynamic Process Monitoring added by Syntology 2026-06 (from id) zavalab/ML/Asthma/src/result_utils.py 7b0ae182cdf4004f ran no licence file found · pointer only
CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming added by Syntology 2026-05 (from id) NineAbyss/CP-Agent/LiveCodeBench-Pro/get_metrics.py 787a0fde31eb9f2e ran fingerprinted no licence file found · pointer only
Dominated Novelty Search: Rethinking Local Competition in Quality-Diversity 1 Feb 2025 adaptive-intelligent-robotics/dominated-novelty-search/utils.py 895137189de3e4c2 unverified MIT (permissive)
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data 30 Oct 2024 lokol5579/DiffLight-release/summary.py 89ca501b3a3e10c7 unverified GPL-3.0 (copyleft) · pointer only
DisenGCD: A Meta Multigraph-assisted Disentangled Graph Learning Framework for Cognitive Diagnosis 23 Oct 2024 bimk/intelligent-education/CTNCM/Train_for_CTNCM.py 9bcdc27c4e7a519c unverified no licence file found · pointer only
Revisiting, Benchmarking and Understanding Unsupervised Graph Domain Adaptation 9 Jul 2024 rynewu224/GraphDA/utils.py 7957f349f88f21ca ran fingerprinted no licence file found · pointer only
WayveScenes101: A Dataset and Benchmark for Novel View Synthesis in Autonomous Driving 11 Jul 2024 wayveai/wayve_scenes/src/wayve_scenes/utils/metrics.py f43b4b442a26ff4d unverified MIT (permissive)
PREGO: online mistake detection in PRocedural EGOcentric videos 2 Apr 2024 aleflabo/PREGO/step_anticipation/src/models/llama_meta.py ded3bc4e3cdab571 ran MIT (permissive)
Selective Mixup Fine-Tuning for Optimizing Non-Decomposable Objectives 27 Mar 2024 val-iisc/selmix/finetuning/selmix_ssl.py efc9682fffe68450 ran · fixture could not drive it no licence file found · pointer only
Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering 19 Mar 2024 gy915/dr3/Dr3/metrics.py 1dbe229d47cf737d ran fingerprinted no licence file found · pointer only
BatchNorm-based Weakly Supervised Video Anomaly Detection 26 Nov 2023 cool-xuan/bn-wvad/infer.py 94deaa29eb5d8e90 unverified no licence file found · pointer only
Effective Human-AI Teams via Learned Natural Language Rules and Onboarding 2 Nov 2023 clinicalml/onboarding_human_ai/src/teacher_methods/teacher_human.py 83e80b8b56bd781e ran no licence file found · pointer only
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation 18 Oct 2023 pnborchert/CORE/benchmark/fs_run.py 7baed95039e8f5e8 unverified no licence file found · pointer only
Evolutionary Neural Architecture Search for Transformer in Knowledge Tracing 2 Oct 2023 devilyangs/enas-kt/utils.py 73aac25ea9f0d376 ran no licence file found · pointer only
Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models 26 Sep 2023 microsoft/mechanistic-error-probe/main_probe.py 4d46774ab77c1ff3 unverified licence not identified · pointer only
arXiv:2309.10790 2023-09 (from id) csmile-1006/ARP/arp_dt/utils.py f051af6f08e6125a ran MIT (permissive)
Nougat: Neural Optical Understanding for Academic Documents 25 Aug 2023 facebookresearch/nougat/nougat/metrics.py 5d00412628beeb71 ran MIT (permissive)
gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative Sampling 14 Aug 2023 asash/gsasrec/evaluation/analyze_experiment_in_progress.py 455c95e4d2eb8300 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Learning the galaxy-environment connection with graph neural networks 2023-06 (from id) jwuphysics/halo-gnns/src/painting_galaxies.py 499bf5ac75ad6a5e unverified no licence file found · pointer only
Linear Classifier: An Often-Forgotten Baseline for Text Classification 12 Jun 2023 ASUS-AICS/LibMultiLabel/libmultilabel/linear/metrics.py 8ed78a63461e3ac9 unverified MIT (permissive)
Cost-Sensitive Self-Training for Optimizing Non-Decomposable Metrics 28 Apr 2023 val-iisc/costsensitiveselftraining/models/fixmatch/fixmatchCSST.py ef03e1684bfdfe80 ran · metamorphic tier: deterministic no licence file found · pointer only
CodeKGC: Code Language Model for Generative Knowledge Graph Construction 18 Apr 2023 zjunlp/DeepKE/src/deepke/triple_extraction/PRGC/evaluate.py 626bdc34ef9914c2 unverified MIT (permissive)
CREPE: Can Vision-Language Foundation Models Reason Compositionally? 13 Dec 2022 raivnlab/crepe/crepe_eval_utils.py ac38eb0d52769ad0 ran · our draft was wrong no licence file found · pointer only
Ignore Previous Prompt: Attack Techniques For Language Models 17 Nov 2022 agencyenterprise/PromptInject/promptinject/scoring.py 515eba622dac0d78 unverified MIT (permissive)
Instruction-Following Agents with Multimodal Transformer 24 Oct 2022 lhao499/instructrl/instructrl/utils.py f051af6f08e6125a ran MIT (permissive)
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction 19 Oct 2022 zjunlp/RAP/BaseModel/PRGC/evaluate.py 626bdc34ef9914c2 unverified MIT (permissive)
Towards Multi-Modal Sarcasm Detection via Hierarchical Congruity Modeling with Knowledge Enhancement 7 Oct 2022 less-and-less-bugs/hkemodel/utils/compute_scores.py 249b3fa8193d045c unverified MIT (permissive)
Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization 7 Oct 2022 instadeepai/poppy/poppy/utils/metrics.py 05089f65276ed271 unverified Apache-2.0 (permissive)
Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection 25 Jul 2022 xuhongzuo/couta/src/utils_eval.py ad6de4f08952b158 unverified Apache-2.0 (permissive)
A Systematic Review and Replicability Study of BERT4Rec for Sequential Recommendation 15 Jul 2022 identical code first harvested elsewhere 455c95e4d2eb8300 ran · our draft was wrong fingerprinted licence of this copy not recorded
Stochastic Multiple Target Sampling Gradient Descent 4 Jun 2022 isl-org/MultiObjectiveOptimization/multi_task/metrics.py 7adcc62e674f9a40 unverified MIT (permissive)
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media 8 Apr 2022 identical code first harvested elsewhere 2b09b7b0191e6f69 ran · fixture could not drive it licence of this copy not recorded
On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles 13 Jan 2022 zqzqz/AdvTrajectoryPrediction/prediction/attack/gradient.py 19fe48e11c04f16f ran · fixture could not drive it no licence file found · pointer only
Formalizing and Estimating Distribution Inference Risks 13 Sep 2021 iamgroot42/form_est_dist_risks/botnets/model_utils.py 1aae7e9452a19897 unverified BSD-2-Clause (permissive)
Heterogeneity-aware Twitter Bot Detection with Relational Graph Transformers 2021-09 (from id) bunsenfeng/botheterogeneity/TBD.py 2b09b7b0191e6f69 ran · fixture could not drive it no licence file found · pointer only
Learning latent causal graphs via mixture oracles 29 Jun 2021 30bohdan/latent-dag/pipeline.py 157ac7a2a7709d90 ran · our draft was wrong no licence file found · pointer only
Learning from Task Descriptions 16 Nov 2020 allenai/zest/bin/evaluate-zest.py 71bbf63b6ce20f21 ran · honoured contract Apache-2.0 (permissive)
Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data 9 Oct 2019 ngessert/isic2019/ensemble.py 57dbb7fb37108dc0 ran · fixture could not drive it MIT (permissive)
Hierarchical Propagation Networks for Fake News Detection: Investigation and Exploitation 2019-03 (from id) avik-samanta99/Fake-News-Detection/basic_model.py a5b011eedfaada32 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Multi-Task Learning as Multi-Objective Optimization 10 Oct 2018 IntelVCL/MultiObjectiveOptimization/multi_task/metrics.py 7adcc62e674f9a40 unverified MIT (permissive)
Multi-Task Learning as Multi-Objective Optimization 10 Oct 2018 hav4ik/Hydra/src/utils/metrics.py 273e5eec3e68956d unverified MIT (permissive)
Deep Ordinal Regression Network for Monocular Depth Estimation 6 Jun 2018 likesum/prdepth/prdepth/metric.py 39ca09d7e8e28ca0 unverified MIT (permissive)
DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations 4 Oct 2017 Masaaki-75/proct/utilities/rec_loss.py 8bf3319a7b1db318 unverified MIT (permissive)
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks 13 Apr 2017 xinzezhang/timeseriesforecasting-torch/models/training/deepAR.py 8252d4bcce662261 ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:2024.naacl-long.193 chenyangh/Seq2Emo/utils/seq2emo_metric.py 34c25dcce808fc48 unverified MIT (permissive)
arXiv:2024.findings-emnlp.812 allenai/DecomP/src/decomp/datasets_utils/drop_eval.py 40d2c47896bffd0f unverified 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