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calculate_accuracy

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

calculate_accuracy appears in the code Syntology harvested for 65 papers, as 57 distinct code bodies found in 73 places (a place is one code body under one paper). At least one of them ran in 42 of the papers; 9 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 calculate_accuracy 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 30 of the 57 distinct code bodies named calculate_accuracy; 27 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

10ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
2ran · fixture could not drive it
16ran
27unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 29 of the 73 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

65 papers shown of 65, newest first; 73 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; 6 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
Revisiting Face Recognition for Monozygotic Twins: The Celeb Twins Test Set added by Syntology 2026-09 (from id) mzang20/CTTS/verification.py f975336b5d5f1a80 ran · honoured contract fingerprinted MIT (permissive)
Benchmark Evaluation of Federated Learning on Multi-organ Images added by Syntology 2026-07 (from id) yutian0315/MobenFL/utils.py 36a01988eb899505 ran · fixture could not drive it fingerprinted no licence file found · pointer only
PlaM: Training-Free Plateau-Guided Model Merging for Better Visual Grounding in MLLMs added by Syntology 2026-01 (from id) wzj1718/PlaM/Vision-Token-Masking/mmu_rev.py d9f44f6ff9750a15 unverified no licence file found · pointer only
PlaM: Training-Free Plateau-Guided Model Merging for Better Visual Grounding in MLLMs added by Syntology 2026-01 (from id) wzj1718/PlaM/Vision-Token-Masking/sciqa_rev.py 7b58fb286ea0e1ed unverified no licence file found · pointer only
IPO: Your Language Model is Secretly a Preference Classifier 22 Feb 2025 shivank21/Implicit_Preference_Optimization/Preference_Comparison/RM_Bench/reward_model.py d875a4cee73a8ae3 unverified Apache-2.0 (permissive)
IPO: Your Language Model is Secretly a Preference Classifier 22 Feb 2025 shivank21/Implicit_Preference_Optimization/Preference_Comparison/Reward_Bench/reward_model.py 561b617d33eab7c1 unverified Apache-2.0 (permissive)
GENERator: A Long-Context Generative Genomic Foundation Model 11 Feb 2025 generteam/generator/src/tasks/downstream/sequence_recovery.py bd38aef5ac2339e7 unverified MIT (permissive)
CLIP Behaves like a Bag-of-Words Model Cross-modally but not Uni-modally 5 Feb 2025 kdariina/clip-not-bow-unimodally/probing/probing_models.py df665c35e2490fbf ran · honoured contract MIT (permissive)
DUET: Optimizing Training Data Mixtures via Feedback from Unseen Evaluation Tasks 1 Feb 2025 pmsdapfmbf/duet/BO.py 4970ddf6ddc8fd27 ran · our draft was wrong Apache-2.0 (permissive)
VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection 22 Nov 2024 hshjerry/videoespresso/eval/score.py dc9762ab3823e82b unverified no licence file found · pointer only
Looking Beyond The Top-1: Transformers Determine Top Tokens In Order 26 Oct 2024 daria-lioubashevski/beyond_top1/practical_applications/new_early_exit.py dfd02530798f1bab unverified no licence file found · pointer only
R-CoT: Reverse Chain-of-Thought Problem Generation for Geometric Reasoning in Large Multimodal Models 23 Oct 2024 dle666/r-cot/GeoQA_test/geo_acc_calculate.py 6d0fed830d6f1474 unverified no licence file found · pointer only
ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models 21 Sep 2024 ustc-starteam/chemeval/Multimodel/3_code_evaluate/classification.py 38af2d0c0f3866ae ran fingerprinted licence not identified · pointer only
ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models 21 Sep 2024 ustc-starteam/chemeval/Multimodel/3_code_evaluate/entity_extraction.py 4663d9d3a8c44ca0 ran licence not identified · pointer only
ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models 21 Sep 2024 ustc-starteam/chemeval/Multimodel/3_code_evaluate/entity_recognition.py 52a5bf0190d24222 ran licence not identified · pointer only
Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification 29 Aug 2024 scuwyh2000/diff-ii/utils.py e2b3a579a11aa8cc ran no licence file found · pointer only
ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLM 22 Aug 2024 zhaochen0110/conflictbank/evaluate.py 93f55e3447c2ae71 ran fingerprinted no licence file found · pointer only
Learning Action and Reasoning-Centric Image Editing from Videos and Simulations 3 Jul 2024 McGill-NLP/AURORA/disc_edit.py 92cfb056b8e8465c ran MIT (permissive)
Multi-property Steering of Large Language Models with Dynamic Activation Composition 25 Jun 2024 danielsc4/dynamic-activation-composition/src/utils/eval/general_evaluation_fun.py b1966b1d268c147b ran no licence file found · pointer only
AdjointDEIS: Efficient Gradients for Diffusion Models 23 May 2024 fdbtrs/ElasticFace/eval/verification.py f975336b5d5f1a80 ran · honoured contract fingerprinted no licence file found · pointer only
Provably Robust Conformal Prediction with Improved Efficiency 30 Apr 2024 trustworthy-ml-lab/provably-robust-conformal-prediction/code/utils.py c12b2fb61ef45abf ran no licence file found · pointer only
Revisiting the Adversarial Robustness of Vision Language Models: a Multimodal Perspective 30 Apr 2024 ellezwq/mmcoa/MMCoA.py 2e21f055fab549ee ran MIT (permissive)
Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model 28 Mar 2024 zhicaiwww/diff-mix/downstream_tasks/mixup.py e2b3a579a11aa8cc ran MIT (permissive)
DN-Splatter: Depth and Normal Priors for Gaussian Splatting and Meshing 26 Mar 2024 maturk/dn-splatter/dn_splatter/metrics.py 06622bb7a95d8d36 ran Apache-2.0 (permissive)
Whispers in Grammars: Injecting Covert Backdoors to Compromise Dense Retrieval Systems 21 Feb 2024 ruyue0001/backdoor_dpr/DPR/evaluate.py d81f993d8b104783 ran no licence file found · pointer only
Model Editing by Standard Fine-Tuning 16 Feb 2024 au-revoir/model-editing-ft/eval_counterfact.py 22d5862d2be6ea55 ran no licence file found · pointer only
Model Editing by Standard Fine-Tuning 16 Feb 2024 au-revoir/model-editing-ft/eval_wiki_recent.py 7d11acc3973989ae ran no licence file found · pointer only
Model Editing by Standard Fine-Tuning 16 Feb 2024 au-revoir/model-editing-ft/eval_zsre.py 6eac6ac95f073c9b ran no licence file found · pointer only
DE-COP: Detecting Copyrighted Content in Language Models Training Data 15 Feb 2024 avduarte333/de-cop_method/3_get_results_blackbox.py 370688c8c449fd08 ran · honoured contract Apache-2.0 (permissive)
Quantifying and Enhancing Multi-modal Robustness with Modality Preference 9 Feb 2024 GeWu-Lab/Certifiable-Robust-Multi-modal-Training/utils.py 31ed62bbc034a89f ran no licence file found · pointer only
Ultrafast jet classification on FPGAs for the HL-LHC 2 Feb 2024 fastmachinelearning/l1-jet-id/fast_jetclass/intnet/synthesize.py d2b7a88d5b9b212e ran fingerprinted Apache-2.0 (permissive)
Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity? 14 Oct 2023 brendel-group/clip-ood/src/eval/zero_shot_in_eval.py 78a1d1ce13ec741b unverified MIT (permissive)
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training 3 Oct 2023 deep-symbolic-mathematics/Multimodal-Math-Pretraining/eval_proppred.py a5dd64dfcb014bd2 ran · honoured contract fingerprinted MIT (permissive)
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios 25 Jul 2023 freedomintelligence/sdak/code/src/score_test_backend.py 873e7bc30cea086f unverified Apache-2.0 (permissive)
Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models 13 Jun 2023 zjunlp/mol-instructions/evaluation/biotext/chemical_disease_interaction_extraction.py e54b96edfadaf179 ran · honoured contract MIT (permissive)
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena 9 Jun 2023 formulamonks/llm-benchmarker-suite/metrics/accuracy.py 8cd285fe9e20db6b unverified MIT (permissive)
A Survey on Asking Clarification Questions Datasets in Conversational Systems 25 May 2023 msra-nlc/MSParS_V2.0/code/classification/a05_HierarchicalAttentionNetwork/p1_HierarchicalAttention_train.py 283c08752ab07dbf unverified Apache-2.0 (permissive)
A Survey on Asking Clarification Questions Datasets in Conversational Systems 25 May 2023 msra-nlc/MSParS_V2.0/code/classification/a09_DynamicMemoryNet/a8_train.py 9b8a7f0a4be941c7 unverified Apache-2.0 (permissive)
IMos: Intent-Driven Full-Body Motion Synthesis for Human-Object Interactions 14 Dec 2022 anindita127/IMoS/src/evaluate/evaluate_statistical_metrics.py 1a51f5bfac79407e unverified MIT (permissive)
VASR: Visual Analogies of Situation Recognition 8 Dec 2022 vasr-dataset/vasr/experiments/utils.py a9c309927ba2e283 unverified MIT (permissive)
Self-attention fusion for audiovisual emotion recognition with incomplete data 26 Jan 2022 katerynaCh/multimodal-emotion-recognition/utils.py 91215ba9fdfd75c0 unverified MIT (permissive)
Measuring Hidden Bias within Face Recognition via Racial Phenotypes 19 Oct 2021 seymayucer/facialphenotypes/face_cross_atribute_verification.py 6162686869e8a442 ran · honoured contract fingerprinted MIT (permissive)
AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks 4 Oct 2021 Manasi2001/Spoofed-Speech-Attribution/emb_main.py 9a6d566261e22536 ran · honoured contract fingerprinted MIT (permissive)
Sample and Computation Redistribution for Efficient Face Detection 10 May 2021 aralhekimoglu/face/recognition/oneflow_face/validation_util.py f975336b5d5f1a80 ran · honoured contract fingerprinted MIT (permissive)
Seasonal Contrast: Unsupervised Pre-Training from Uncurated Remote Sensing Data 30 Mar 2021 floatingstarZ/GeRSP/mmselfsup/models/algorithms/moco_gersp.py 2ea140a31f1421c4 unverified Apache-2.0 (permissive)
Face Transformer for Recognition 27 Mar 2021 zhongyy/Face-Transformer/util/verification.py f975336b5d5f1a80 ran · honoured contract fingerprinted MIT (permissive)
Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework 6 Aug 2020 BestJuly/IIC/ft_classify.py a504b0b725928e7d ran · fixture could not drive it no licence file found · pointer only
Whole MILC: generalizing learned dynamics across tasks, datasets, and populations 29 Jul 2020 UsmanMahmood27/MILC/src/utils.py 33a582f5c65e69d0 ran · honoured contract fingerprinted MIT (permissive)
Action2Motion: Conditioned Generation of 3D Human Motions 30 Jul 2020 EricGuo5513/action-to-motion/eval_scripts/final_evaluation.py 1cb2569a875110f5 ran · honoured contract MIT (permissive)
Data-Efficient Reinforcement Learning with Self-Predictive Representations 12 Jul 2020 mila-iqia/spr/src/utils.py 33a582f5c65e69d0 ran · honoured contract fingerprinted MIT (permissive)
Unsupervised Learning of Video Representations via Dense Trajectory Clustering 28 Jun 2020 pvtokmakov/video_cluster/3D-ResNet/utils.py 90326a7e43330ee5 unverified MIT (permissive)
SplitFed: When Federated Learning Meets Split Learning 25 Apr 2020 chandra2thapa/SplitFed-When-Federated-Learning-Meets-Split-Learning/SFLV1_ResNet_HAM10000.py 36a01988eb899505 ran · fixture could not drive it fingerprinted no licence file found · pointer only
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition 1 Apr 2020 HuangYG123/CurricularFace/util/verification.py f975336b5d5f1a80 ran · honoured contract fingerprinted MIT (permissive)
Unsupervised State Representation Learning in Atari 19 Jun 2019 mengli11235/dim-ua/atariari/methods/utils.py 33a582f5c65e69d0 ran · honoured contract fingerprinted MIT (permissive)
Does It Make Sense? And Why? A Pilot Study for Sense Making and Explanation 2 Jun 2019 wangcunxiang/SemEval2020-Task4-Commonsense-Validation-and-Explanation/starting_kit/scoring_program/evaluate.py 1552b95cc51cc6d6 ran · honoured contract no licence file found · pointer only
Fake News Detection on Social Media using Geometric Deep Learning 10 Feb 2019 npurg/faknow/faknow/evaluate/metrics.py 3d7ef288ba2728b6 unverified MIT (permissive)
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices 20 Apr 2018 zrui94/insight_mx/src/eval/verification.py f975336b5d5f1a80 ran · honoured contract fingerprinted no licence file found · pointer only
ArcFace: Additive Angular Margin Loss for Deep Face Recognition 23 Jan 2018 identical code first harvested elsewhere f975336b5d5f1a80 ran · honoured contract fingerprinted licence of this copy not recorded
Variational Continual Learning 29 Oct 2017 Piyush-555/VCL-in-PyTorch/vcl.py 924dd16a5f9233d8 ran · our draft was wrong no licence file found · pointer only
VGGFace2: A dataset for recognising faces across pose and age 23 Oct 2017 identical code first harvested elsewhere f975336b5d5f1a80 ran · honoured contract fingerprinted licence of this copy not recorded
Deep Speaker: an End-to-End Neural Speaker Embedding System 5 May 2017 identical code first harvested elsewhere f975336b5d5f1a80 ran · honoured contract fingerprinted licence of this copy not recorded
In Defense of the Triplet Loss for Person Re-Identification 22 Mar 2017 tbmoon/facenet/eval_metrics.py f975336b5d5f1a80 ran · honoured contract fingerprinted MIT (permissive)
Semantic Tagging with Deep Residual Networks 22 Sep 2016 bjerva/semantic-tagging/src/semtagger.py 2f0cdd71bd7d3cc2 unverified GPL-3.0 (copyleft) · pointer only
Ambient Sound Provides Supervision for Visual Learning 25 Aug 2016 rowhanm/ambient-sound-self-supervision/pretext_training/pretext_train_5_alexnet.py 2789ed37f7a2637e unverified MIT (permissive)
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition 27 Jul 2016 identical code first harvested elsewhere f975336b5d5f1a80 ran · honoured contract fingerprinted licence of this copy not recorded
FaceNet: A Unified Embedding for Face Recognition and Clustering 12 Mar 2015 LKLQQ/FaceNet/src/eval_metrics.py f975336b5d5f1a80 ran · honoured contract fingerprinted Apache-2.0 (permissive)
FaceNet: A Unified Embedding for Face Recognition and Clustering 12 Mar 2015 altndrr/persona/src/utils/lfw.py cafb190ef0100713 unverified MIT (permissive)
arXiv:aaai_26699 fuenwang/MixFairFace/MixFairFace/Verify/RFW.py f975336b5d5f1a80 ran · honoured contract fingerprinted MIT (permissive)
arXiv:Gurbuz_NICE_Neurogenesis_Inspired_Contextual_Encoding_for_Replay-free_Class_Incremental_Learning_CVPR_2024_paper BurakGurbuz97/NICE/Source/log.py 851793ac9151b3cc unverified MIT (permissive)
arXiv:2025.findings-emnlp.176 ContextualAI/LMUnit/lmunit/metrics.py 46f581bd1e9346b1 unverified MIT (permissive)
arXiv:2025.findings-acl.627 BouriMohammed/GBM/ACL_GBM/GBM_CNN.py 0944fc14f087bc43 unverified MIT (permissive)
arXiv:2024.emnlp-main.206 wenlong1019/MTLS/src/pos/pos_interactor.py 008ec3955c064f06 unverified Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.593 csarkar/tagE/src/metrics.py 78e340ea7f038411 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".

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