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read_csv

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

read_csv appears in the code Syntology harvested for 60 papers, as 52 distinct code bodies found in 63 places (a place is one code body under one paper). At least one of them ran in 17 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 read_csv 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 16 of the 52 distinct code bodies named read_csv; 36 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
12ran
36unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 63 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

60 papers shown of 60, newest first; 63 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 11 papers added by Syntology; 7 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
Predictive Likelihood Ratios for Language Model Watermark Detection added by Syntology 2026-09 (from id) MaStatLab/PLRWatermark/code/check_manuscript_tables.py 6bd801e493fd8147 unverified MIT (permissive)
RETHINKING CORRECTNESS FOR UNCERTAINTY ESTIMATION IN CLINICAL PREDICTION WITH VISION-LANGUAGE MODELS added by Syntology 2026-09 (from id) JasonZuu/EHR-Correctness/annotate.py e18f98a2477ad59f unverified no licence file found · pointer only
A Hierarchical Synergistic Deep Learning Framework Integrating Composition, Structure, and Ionic Transport for Solid-State Electrolyte Discovery added by Syntology 2026-08 (from id) dhw059/MatCascade/src/matcascade/io.py 753789054089e844 ran no licence file found · pointer only
Harmful Content Is Not Enough: Continuation Framing Moderates In-Context Emergent Misalignment added by Syntology 2026-08 (from id) PeiYangLiu/icl-em-format-control/analyze_blinded_human_labels.py 120c5057e3c4a616 ran no licence file found · pointer only
Indexing: the Beginning and the End added by Syntology 2026-07 (from id) visho33/IndexRetrieval/tables.py 44a2c88072d3b789 ran no licence file found · pointer only
Can LLM-as-a-Judge Reliably Verify Rubrics in Agentic Scenarios? added by Syntology 2026-06 (from id) THU-KEG/RuVerBench/code/figures/plot_paper_figures.py 264232ce46814ade ran licence not identified · pointer only
Contextual Control without Memory Growth in a Context-Switching Task added by Syntology 2026-04 (from id) songju1/Contextual-Control/code/format_infoI_main_table.py ced7d76399cd51d9 unverified no licence file found · pointer only
Self-Supervised Multi-Stage Domain Unlearning for White-Matter Lesion Segmentation added by Syntology 2026-03 (from id) Pubec/nnunetv2-unlearning/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified Apache-2.0 (permissive)
SEE: Signal Embedding Energy for Quantifying Noise Interference in Large Audio Language Models added by Syntology 2026-01 (from id) jyutian/SEEN/MiniCPM/get_acc.py 4024d74f8f27c1a0 unverified no licence file found · pointer only
SEE: Signal Embedding Energy for Quantifying Noise Interference in Large Audio Language Models added by Syntology 2026-01 (from id) jyutian/SEEN/MiniCPM/get_wer.py 225f35334d1f68c4 unverified no licence file found · pointer only
SEE: Signal Embedding Energy for Quantifying Noise Interference in Large Audio Language Models added by Syntology 2026-01 (from id) jyutian/SEEN/Qwen/get_acc.py bd7696e3061f4523 unverified no licence file found · pointer only
Simulated Students in Tutoring Dialogues: Substance or Illusion? added by Syntology 2026-01 (from id) umass-ml4ed/sim-student-eval/sim_student/data_loading.py 78e68def5b5ca25c unverified licence not identified · pointer only
Unveiling Chain of Step Reasoning for Vision-Language Models with Fine-grained Rewards added by Syntology 2025-09 (from id) baaivision/CoS/eval/mathvista/utilities.py 1694e6d4f46ff13e unverified Apache-2.0 (permissive)
Adversarial Manipulation of Reasoning Models using Internal Representations 3 Jul 2025 ky295/reasoning-manipulation/interventions/activation_addition.py dd14f656a65925c3 unverified MIT (permissive)
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification 19 Mar 2025 YuWLong666/CoE/util/plot_utils.py e53736b8f5970f9c unverified BSD-3-Clause (permissive)
Cross-modal Information Flow in Multimodal Large Language Models 27 Nov 2024 FightingFighting/cross-modal-information-flow-in-MLLM/vil/merge_lineplot.py 862b3c59f9afa821 unverified MIT (permissive)
R-CoT: Reverse Chain-of-Thought Problem Generation for Geometric Reasoning in Large Multimodal Models 23 Oct 2024 dle666/r-cot/MathVista_eval/utilities.py 1694e6d4f46ff13e unverified no licence file found · pointer only
MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models 30 Aug 2024 pengshuai-rin/multimath/eval_mathvista/utilities.py 1694e6d4f46ff13e unverified Apache-2.0 (permissive)
Large-Scale Targeted Cause Discovery with Data-Driven Learning 29 Aug 2024 snu-mllab/targeted-cause-discovery/train/src/utils.py c59f9272b2e9178c ran MIT (permissive)
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking 9 Jul 2024 ricklisz/anatomask/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified MIT (permissive)
Improving GFlowNets for Text-to-Image Diffusion Alignment 2 Jun 2024 apple/ml-diffusion-alignment-gflownet/alignment/prompts.py 62776a64bdbedd3b ran licence not identified · pointer only
A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts 16 May 2024 zhangxinrubit/mome/MoME_foundation/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified Apache-2.0 (permissive)
Latent Concept-based Explanation of NLP Models 18 Apr 2024 xuemin-yu/eraser_movie_latentconcept/src/classifier_mapping/get_prediction_stats.py f233a7d5a84d22fb ran no licence file found · pointer only
Latent Concept-based Explanation of NLP Models 18 Apr 2024 xuemin-yu/eraser_movie_latentconcept/src/classifier_mapping/split_dataset.py 0d5b1e57d0e3c988 ran no licence file found · pointer only
When SMILES have Language: Drug Classification using Text Classification Methods on Drug SMILES Strings 3 Mar 2024 azminewasi/Drug-Classification-NLP/Model/data/dataset.py 63e4b2232457023a ran · our draft was wrong MIT (permissive)
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation 12 Mar 2024 wjh892521292/lkm-unet/lkmunet/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified no licence file found · pointer only
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation 8 Mar 2024 mrblankness/lightm-unet/lightm-unet/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified Apache-2.0 (permissive)
Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining 5 Feb 2024 jiarunliu/swin-umamba/swin_umamba/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified Apache-2.0 (permissive)
Sample, estimate, aggregate: A recipe for causal discovery foundation models 2 Feb 2024 rmwu/sea/src/utils.py c59f9272b2e9178c ran no licence file found · pointer only
Continuous Diffusion for Mixed-Type Tabular Data 16 Dec 2023 sdv-dev/CTGAN/ctgan/data.py 8c275cfb59a89271 ran licence not identified · pointer only
CompeteAI: Understanding the Competition Dynamics in Large Language Model-based Agents 26 Oct 2023 microsoft/competeai/competeai/utils/analysis.py a53335e61271cd30 ran MIT (permissive)
Learning Tri-modal Embeddings for Zero-Shot Soundscape Mapping 19 Sep 2023 mvrl/geoclap/geoclap/dataloader.py 7d232c101df226df ran no licence file found · pointer only
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation 7 Sep 2023 uni-medical/a-eval/nnunetv2/dataset_conversion/Dataset114_MNMs.py 882441705cf75b1d unverified Apache-2.0 (permissive)
Effective Test Generation Using Pre-trained Large Language Models and Mutation Testing 2023-08 (from id) expertisemodel/mutap/MuTAP/augmented_prompt.py 77d3223b6589a4e6 ran no licence file found · pointer only
Pro-Cap: Leveraging a Frozen Vision-Language Model for Hateful Meme Detection 16 Aug 2023 social-ai-studio/pro-cap/codes/scr/dataset.py 6719bd0b479a0f4e unverified no licence file found · pointer only
A Deep Learning Framework for Verilog Autocompletion Towards Design and Verification Automation 26 Apr 2023 99enriqued/verilog_autocompletion/verilog_dataset_creation/utils.py eade4e581ae7608e unverified MIT (permissive)
ExBEHRT: Extended Transformer for Electronic Health Records to Predict Disease Subtypes & Progressions 22 Mar 2023 deepmedicine/BEHRT/common/spark.py a2d0c3cd0740e312 unverified MIT (permissive)
Data-centric Artificial Intelligence: A Survey 17 Mar 2023 daochenzha/Meta-AAD/meta_aad/utils.py 91208082a6886cd7 unverified MIT (permissive)
Are Deep Neural Networks SMARTer than Second Graders? 20 Dec 2022 merlresearch/SMART/build_vocab.py 567cd20ef0607c2c unverified MIT (permissive)
Giving Feedback on Interactive Student Programs with Meta-Exploration 16 Nov 2022 ezliu/dreamgrader/envs/bounce.py 8eb1b6280876dee9 ran · our draft was wrong no licence file found · pointer only
AMLB: an AutoML Benchmark 25 Jul 2022 shchur/automlbenchmark/amlb/datautils.py fedce06bb6f8cf4a unverified MIT (permissive)
Data-driven discovery of dimensionless numbers and scaling laws from experimental measurements 2021-11 (from id) xiaoyuxie-vico/PyDimension/pydimension/common/io.py 9da6ec9e636c0ea3 unverified MIT (permissive)
SSMF: Shifting Seasonal Matrix Factorization 25 Oct 2021 kokikwbt/ssmf/utils.py 56e154b731b3816e ran · our draft was wrong Apache-2.0 (permissive)
Towards Long-Form Video Understanding 21 Jun 2021 chaoyuaw/lvu/src/utils/ava_eval_helper.py a49fc9f33754fd90 unverified MIT (permissive)
Annotation Curricula to Implicitly Train Non-Expert Annotators 4 Jun 2021 ukplab/annotation-curriculum/user_study/model_external.py 8f1b3a732b5d53e0 unverified Apache-2.0 (permissive)
Generative Adversarial Registration for Improved Conditional Deformable Templates 7 May 2021 fjr9516/dbm_with_dl/dev_steps/step2_test_trained_model.py b37e62e976bb6f4c unverified MIT (permissive)
Phasic Policy Gradient 9 Sep 2020 openai/phasic-policy-gradient/phasic_policy_gradient/graph_util.py ed1d9f7bf3690847 unverified MIT (permissive)
Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization 14 Jun 2020 Siyu-C/ACAR-Net/calc_mAP.py 897e38093ca7f101 unverified Apache-2.0 (permissive)
Correctness of Automatic Differentiation via Diffeologies and Categorical Gluing 2020-01 (from id) tomsmeding/ad-dualrev-th/compare_csv.py f8ca5d0cc9acdbad unverified MIT (permissive)
Leveraging Procedural Generation to Benchmark Reinforcement Learning 3 Dec 2019 openai/train-procgen/train_procgen/graph_util.py b5e9129d63af4909 unverified MIT (permissive)
RoBERTa: A Robustly Optimized BERT Pretraining Approach 26 Jul 2019 traviscoan/cards/utils.py df853d8826e7a476 unverified Apache-2.0 (permissive)
Modeling Tabular data using Conditional GAN 1 Jul 2019 juliecious/ctgan/ctgan/data.py 8c275cfb59a89271 ran MIT (permissive)
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems 29 Mar 2019 tvhahn/weibull-knowledge-informed-ml/src/models/summarize_model_results.py 5807c79e40dc9bcb unverified MIT (permissive)
SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis 9 Jan 2018 wchen342/SketchyGAN/data_processing/flickr_to_tfrecord.py 65eca523c9d298de ran · our draft was wrong MIT (permissive)
Backpropagation through the Void: Optimizing control variates for black-box gradient estimation 31 Oct 2017 wgrathwohl/BackpropThroughTheVoidRL/baselines/logger.py 68b23feea13c46c8 unverified MIT recorded; this copy not marked cleared · pointer only
Convolutional Networks on Graphs for Learning Molecular Fingerprints 30 Sep 2015 HIPS/neural-fingerprint/neuralfingerprint/io_utils.py cf7dde956b2d7603 unverified MIT (permissive)
arXiv:ijcai2024_0790 CGCL-codes/CausalNET/model/utils/util_dataset.py a2455c2aa6246fd1 unverified MIT (permissive)
arXiv:aaai_6793 activitynet/ActivityNet/Evaluation/get_ava_performance.py 87c68435a43b253f unverified MIT (permissive)
arXiv:aaai_19900 cg1177/DCAN/dcan_anet/Eval/get_ava_performance.py c28b8fe34d19dcca unverified Apache-2.0 (permissive)
arXiv:Zeng_MPCViT_Searching_for_Accurate_and_Efficient_MPC-Friendly_Vision_Transformer_with_ICCV_2023_paper secretflow/secretflow/secretflow/component/core/io.py 6fc7b0e4e7b4de6e unverified Apache-2.0 (permissive)
arXiv:Guo_Integrating_Visual_Interpretation_and_Linguistic_Reasoning_for_Geometric_Problem_Solving_ICCV_2025_paper guozix/DVLR/eval/MathVerse/utilities.py 1694e6d4f46ff13e unverified MIT (permissive)
arXiv:2023.emnlp-main.534 PreferredAI/superposed-topics/algo/utils.py 4c5cb65ab8f735fa unverified MIT (permissive)
arXiv:2021.emnlp-main.438 lavis-nlp/spert/spert/util.py f4e60f9a2915d0bb 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