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prepare_data

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

prepare_data appears in the code Syntology harvested for 87 papers, as 89 distinct code bodies found in 95 places (a place is one code body under one paper). At least one of them ran in 22 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 prepare_data 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 22 of the 89 distinct code bodies named prepare_data; 67 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
2ran · fixture could not drive it
10ran
67unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 38 of the 95 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

87 papers shown of 87, newest first; 95 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 13 papers added by Syntology; 2 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
Does Playing it Safe Count as Faithfulness? Reassessing LVLM Hallucination Mitigation Methods added by Syntology 2026-09 (from id) mehrdadfazli/AssessHalVLM/methods/after/train_estimator.py e566b1a3ec142edb unverified no licence file found · pointer only
[Experiment, Analysis, and Benchmark] DaDaDa: A Dataset for Data Pricing in Data Marketplaces added by Syntology 2026-07 (from id) ZJU-DIVER/DaDaDa/DaDaDa/experiment/classification/fine_tune.py d574b03252ce0d5e ran Apache-2.0 (permissive)
Agentic Retrieval and Reinforcement Learned Equation Chains: A Controlled Generation Framework for Complex and Novel Physics Word Problems added by Syntology 2026-06 (from id) tirthankar95/agentic-physics-question-generator/FINE_TUNE_GPT2/finetune_collab.py 0e77aecbfa96f72b unverified no licence file found · pointer only
Autoregressive vs. Masked Diffusion Language Models: A Controlled Comparison added by Syntology 2026-03 (from id) caiovicentino/arche/data.py 3549fc9ad12536ac unverified MIT (permissive)
Indirect Question Answering in English, German and Bavarian: A Challenging Task for High-and Low-Resource Languages Alike added by Syntology 2026-03 (from id) mainlp/Multilingual-IQA/code/train_predict/classify.py 097f0ad9b0c07f5c unverified no licence file found · pointer only
Conditional Generative Models for High-Resolution Range Profiles: Capturing Geometry-Driven Trends in a Large-Scale Maritime Dataset added by Syntology 2026-02 (from id) EdwynBrient/HRRPGen-geometry/src/ship_hrrp_gen/utils.py ba85b74c68caf854 unverified no licence file found · pointer only
Neural and numerical methods for G 2 -structures on contact Calabi-Yau 7-manifolds added by Syntology 2026-02 (from id) TomasSilva/LearningG2/model.py 8833d68d7a4c4667 unverified no licence file found · pointer only
Private Prediction via PAC Privacy added by Syntology 2026-01 (from id) zhxchd/pac/benchmark/pac_microbench/plot_count_optimizations.py 976f3b887f3cba61 unverified AGPL-3.0 (copyleft) · pointer only
Private Prediction via PAC Privacy added by Syntology 2026-01 (from id) zhxchd/pac/benchmark/pac_microbench/plot_minmax_optimizations.py 4ded2594ae261b11 unverified AGPL-3.0 (copyleft) · pointer only
Private Prediction via PAC Privacy added by Syntology 2026-01 (from id) zhxchd/pac/benchmark/pac_microbench/plot_sum_optimizations.py 2b9892ed735bb83a unverified AGPL-3.0 (copyleft) · pointer only
R 2 BD: A Reconstruction-Based Method for Generalizable and Efficient Detection of Fake Images added by Syntology 2026-01 (from id) QingyuLiu/RRBD/train_two_stream_detector.py 523f3d00bf1c9baa unverified no licence file found · pointer only
Teaching Language Models to Reason with Tools added by Syntology 2025-10 (from id) ChengpengLi1003/CoRT/infer/inference_vllm_dp_mj.py 882dab4c9c62e8c0 unverified no licence file found · pointer only
SMOTE and Mirrors: Exposing Privacy Leakage from Synthetic Minority Oversampling * added by Syntology 2025-10 (from id) sascommunities/smote-mirrors/code/datasets/utils.py 3d7f429ad3a6970b unverified Apache-2.0 (permissive)
Scaling Up Temporal Domain Generalization via Temporal Experts Averaging added by Syntology 2025-09 (from id) zxcvfd13502/TEA/methods/utils.py aa2f3613a8f469f8 unverified no licence file found · pointer only
When Thinking Backfires: Mechanistic Insights Into Reasoning-Induced Misalignment added by Syntology 2025-09 (from id) seacowx/When-Thinking-Backfires/inference/eval_hexphi.py cfa1daa01b202035 unverified no licence file found · pointer only
NeuronTune: Towards Self-Guided Spurious Bias Mitigation 29 May 2025 gtzheng/neurontune/algorithms/neuron_tune.py ef12d101ba623542 unverified no licence file found · pointer only
Capability-Based Scaling Laws for LLM Red-Teaming 26 May 2025 kotekjedi/capability-based-scaling/uncertainty/linear_grid_search.py 3bd4b6951e4d081f unverified MIT (permissive)
Understanding the Performance Gap in Preference Learning: A Dichotomy of RLHF and DPO 26 May 2025 srzer/Gap-in-Preference-Learning/Exp-0/dpo_iteration/run_dpo.py f4bd8b36e532b748 unverified MIT (permissive)
Decoding Phone Pairs from MEG Signals Across Speech Modalities 21 May 2025 hitz-zentroa/meg-phone-decoding/src/mpd/models/utils.py d0dba566509807e5 unverified Apache-2.0 (permissive)
ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models 20 May 2025 gtzheng/ShortcutProbe/algorithms/shortcut_probe.py 0d22a2219be7c189 unverified no licence file found · pointer only
SpaceR: Reinforcing MLLMs in Video Spatial Reasoning 2 Apr 2025 ouyangkun10/spacer/SpaceR-Eval/evaluate.py b7a3e714d1d33517 ran · our draft was wrong licence not identified · pointer only
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs 8 Mar 2025 milkthink-lab/routereval/utils.py 7c51505a5adb6750 unverified MIT (permissive)
Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning 8 Mar 2025 francelico/deac-rep/procgen_experiments/eval_utils/mutual_info_procgen_eval.py b81e0663664c16d2 unverified MIT (permissive)
UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning 28 Feb 2025 ai-secure/udora/webshop.py d8c900061e3b0aec ran · our draft was wrong no licence file found · pointer only
JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMs 17 Feb 2025 requeima/llm_processes/llm_processes/prepare_data.py 8f49db5bb884425e unverified MIT (permissive)
Can Language Models Learn to Skip Steps? 4 Nov 2024 tengxiaoliu/LM_skip/src/prepare_sft_data.py 06d01a77829f0939 unverified no licence file found · pointer only
Can Language Models Learn to Skip Steps? 4 Nov 2024 tengxiaoliu/LM_skip/src/prepare_sft_data_general.py d5d2dfc0f8bc85f4 unverified no licence file found · pointer only
FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome Prediction 7 Oct 2024 nliulab/FairFML/code/baseline_models.py 89e2005a2d3c631d ran · our draft was wrong no licence file found · pointer only
The Crucial Role of Samplers in Online Direct Preference Optimization 29 Sep 2024 srzer/Samplers-in-Online-DPO/alignment/dpo_iteration/run_dpo.py f4bd8b36e532b748 unverified MIT (permissive)
WCEbleedGen: A wireless capsule endoscopy dataset and its benchmarking for automatic bleeding classification, detection, and segmentation 22 Aug 2024 misahub2023/benchmarking-codes-of-the-wcebleedgen-dataset/data_loader_classify.py 80de413c12f5b3d0 ran no licence file found · pointer only
RLHF Workflow: From Reward Modeling to Online RLHF 13 May 2024 rlhflow/online-rlhf/dpo_iteration/run_dpo.py c5443de143e39244 unverified no licence file found · pointer only
BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine 1 May 2024 toneli/petailor-for-bio-triple-extraction/3_trainning_triple_model/trainer.py 56babd0fe5ddc04c unverified no licence file found · pointer only
Deep Gaussian mixture model for unsupervised image segmentation 18 Apr 2024 matthi99/deepgmm/utils/utils.py c66b22c6f4c480f6 ran no licence file found · pointer only
Towards Adversarially Robust Dataset Distillation by Curvature Regularization 15 Mar 2024 yumozi/guard/recover/data_synthesis.py 4780f5edc4e40df5 ran no licence file found · pointer only
tinyBenchmarks: evaluating LLMs with fewer examples 22 Feb 2024 felipemaiapolo/tinybenchmarks/tutorials/utils.py ef3515d9063526b8 ran MIT (permissive)
tinyBenchmarks: evaluating LLMs with fewer examples 22 Feb 2024 mariushobbhahn/swebench-verified-mini/generate_subsets.py cc7ed1b21213f9b3 unverified MIT (permissive)
Towards Building Multilingual Language Model for Medicine 21 Feb 2024 magic-ai4med/mmedlm/inference/inference.py 5a76a7c93db3ae48 ran · our draft was wrong licence not identified · pointer only
ArabicMMLU: Assessing Massive Multitask Language Understanding in Arabic 20 Feb 2024 mbzuai-nlp/arabicmmlu/util_prompt.py 088f80fc18442c69 unverified no licence file found · pointer only
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models 19 Feb 2024 JingWu321/Scissorhands/Classification/imagenet.py 0f58d86ba1ef71e6 unverified MIT (permissive)
Large Language Models Can Learn Temporal Reasoning 12 Jan 2024 xiongsiheng/tg-llm/src/SFT_TG_Reasoning_ppl.py 5c967fee8b9215c7 unverified MIT (permissive)
Scissorhands: Scrub Data Influence via Connection Sensitivity in Networks 11 Jan 2024 jingwu321/scissorhands/Classification/imagenet.py 0f58d86ba1ef71e6 unverified MIT (permissive)
Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency 8 Dec 2023 yikai-wang/asuka-misato/asuka-flux/datas/misato_dataset.py f32aecfb3ca6c2af ran no licence file found · pointer only
Transferable Candidate Proposal with Bounded Uncertainty 7 Dec 2023 gokyeongryeol/TBU/active/dataset/data.py d4ab69f9179216c0 unverified MIT (permissive)
Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning 27 Oct 2023 ubc-tea/SGPT/office_dataset.py 3ddb1351d0520849 unverified MIT (permissive)
Large Language Models Only Pass Primary School Exams in Indonesia: A Comprehensive Test on IndoMMLU 7 Oct 2023 fajri91/indommlu/evaluate.py 4d15fd23cba8e364 unverified MIT (permissive)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction 5 Oct 2023 hitz-zentroa/GoLLIE/src/dataset/dataset.py 67c3b2ef9e5c371c ran Apache-2.0 (permissive)
Cleanba: A Reproducible and Efficient Distributed Reinforcement Learning Platform 29 Sep 2023 vwxyzjn/cleanba/cleanba/legacy_scripts/cleanba_impala_envpool_impala_atari_wrapper.py e48c3f5e91815524 ran licence not identified · pointer only
Cleanba: A Reproducible and Efficient Distributed Reinforcement Learning Platform 29 Sep 2023 vwxyzjn/cleanba/cleanba/legacy_scripts/cleanba_impala_envpool_machado_atari_wrapper_actor_threads.py 0a8d9a0bb82d5cba ran licence not identified · pointer only
Cleanba: A Reproducible and Efficient Distributed Reinforcement Learning Platform 29 Sep 2023 vwxyzjn/cleanba/cleanba/legacy_scripts/cleanba_impala_envpool_impala_atari_wrapper_last_action_reward.py f9afbfc516e71798 unverified licence not identified · pointer only
Less is More: Focus Attention for Efficient DETR 24 Jul 2023 linxid/Focus-DETR/models/focus_detr/dataset.py b7a71f5fa31b5a46 unverified Apache-2.0 (permissive)
Coarse-to-Fine: a Hierarchical Diffusion Model for Molecule Generation in 3D 5 May 2023 qiangbo1222/hierdiff/generation/ar_sampling_nosize.py ed74a65890c3e858 ran · our draft was wrong no licence file found · pointer only
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural Networks 8 Apr 2023 modar7/the_fairness_stitch/src/data_processing.py c700a303a2482780 unverified MIT (permissive)
CUTS: Neural Causal Discovery from Irregular Time-Series Data 15 Feb 2023 jarrycyx/unn/REACT/medical_pred_main.py 38a7428690772e85 ran · fixture could not drive it MIT (permissive)
FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations 2 Feb 2023 a514514772/fedlap-dp/utils/misc.py 247505620d52f110 unverified MIT (permissive)
LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training 6 Dec 2022 zmy/luna/phases/downstream_tasks/TAT/runner.py 5232978e81b1af1f ran MIT (permissive)
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models 2 Aug 2022 yy6linda/synthetic-ehr-benchmarking/privacy_evaluation/synthetic_risk_model_utils.py 70ae108e7faad492 unverified MIT (permissive)
Generalizable Neural Performer: Learning Robust Radiance Fields for Human Novel View Synthesis 25 Apr 2022 generalizable-neural-performer/gnr/apps/run_genebody.py fcb7d9c164e026ba unverified no licence file found · pointer only
CoNeRF: Controllable Neural Radiance Fields 3 Dec 2021 kacperkan/conerf/conerf/datasets/core.py 9a81b23f16137906 unverified Apache-2.0 (permissive)
LAFITE: Towards Language-Free Training for Text-to-Image Generation 27 Nov 2021 drboog/Lafite/datasets/datasets_bird_coco.py 5123f0670f4adce1 unverified MIT (permissive)
LAFITE: Towards Language-Free Training for Text-to-Image Generation 27 Nov 2021 oxygenlu/ratlip/code/lib/datasets.py 31efd08e9e090d29 unverified MIT (permissive)
Self-Validation: Early Stopping for Single-Instance Deep Generative Priors 23 Oct 2021 sun-umn/Self-Validation/DD+AE/Net512/W256_P500/util.py 6fb6eb7b9a9f460f unverified MIT (permissive)
Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning 19 Aug 2021 cuis15/FCFL/FUEL/dataset_generate.py 6509d4b83913ec5b ran · fixture could not drive it fingerprinted MIT (permissive)
Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition 23 Jul 2021 lucaslie/provable_pruning/paper/node/script/plots2d.py 7257316eff0efa77 unverified MIT (permissive)
Data-driven reduced order modeling of environmental hydrodynamics using deep autoencoders and neural ODEs 6 Jul 2021 erdc/pynirom/pynirom/utils/data_utils.py 265d0246506b1b71 unverified MIT (permissive)
Bayesian Optimization with High-Dimensional Outputs 24 Jun 2021 wjmaddox/mtgp_sampler/hogp_experiments/data.py fdbd5f42a8ca30e4 unverified Apache-2.0 (permissive)
Evidential Turing Processes 2 Jun 2021 ituvisionlab/EvidentialCalibration/dataprep.py e7a7abab03a8b754 unverified MIT (permissive)
AMR Parsing with Action-Pointer Transformer 29 Apr 2021 ibm/graph_ensemble_learning/amr_parsing/t5/models/lg.py ef86f857417defe2 ran · honoured contract Apache-2.0 (permissive)
Direct-PoseNet: Absolute Pose Regression with Photometric Consistency 8 Apr 2021 ActiveVisionLab/direct-posenet/script/prepare_data.py 6e2a649fb0ac265e unverified MIT (permissive)
TransQuest: Translation Quality Estimation with Cross-lingual Transformers 1 Nov 2020 tharindudr/transQuest/transquest/algo/word_level/microtransquest/format.py 457f4b6965c80637 unverified Apache-2.0 (permissive)
GAG: Global Attributed Graph Neural Network for Streaming Session-based Recommendation 6 Jul 2020 RuihongQiu/GAG/src/se_data_process.py ac2544120a7fcf9c unverified Apache-2.0 (permissive)
End-to-End Object Detection with Transformers 26 May 2020 LKLQQ/detr/src/dataset.py fa31404b74c4548c unverified Apache-2.0 (permissive)
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks 13 Apr 2020 ThanThoai/Visual-Question-Answering_Vietnamese/extract_image.py e6bf616333cbcc3b unverified Apache-2.0 (permissive)
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition 28 Mar 2020 vihari/csd/hw/lipitk.py 317da15047e473d1 unverified MIT (permissive)
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition 28 Mar 2020 vihari/csd/hw/rmnist.py a8669f97e275a295 unverified MIT (permissive)
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation 17 Mar 2020 identical code first harvested elsewhere 10b86d2ef7ff73c5 unverified licence of this copy not recorded
Active Bayesian Assessment for Black-Box Classifiers 16 Feb 2020 disiji/bayesian-blackbox/src/data_utils.py afee7d5311e2e212 ran · our draft was wrong MIT (permissive)
GraphLIME: Local Interpretable Model Explanations for Graph Neural Networks 17 Jan 2020 WilliamCCHuang/GraphLIME/exp/noise_features/utils.py b6860453fe46f024 unverified MIT (permissive)
YOLACT++: Better Real-time Instance Segmentation 3 Dec 2019 kaylode/Clothes-Segmentation/loss_compute.py 4ba7706686242902 unverified MIT (permissive)
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation 26 Nov 2019 junjie1003/DL-Fairness-Study/FDR/utils.py 19dd1dafa5aab492 unverified Apache-2.0 (permissive)
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs 7 Nov 2019 thunlp/ConceptFlow/preprocession.py 68079eb6aa686171 unverified MIT (permissive)
Semantic Object Accuracy for Generative Text-to-Image Synthesis 29 Oct 2019 tohinz/semantic-object-accuracy-for-generative-text-to-image-synthesis/OP-GAN/code/datasets.py 98d805e89bf7c844 unverified MIT (permissive)
Stand-Alone Self-Attention in Vision Models 13 Jun 2019 MartinGer/Stand-Alone-Self-Attention-in-Vision-Models/train_SASA.py 10b86d2ef7ff73c5 unverified no licence file found · pointer only
GLAD: Learning Sparse Graph Recovery 1 Jun 2019 Harshs27/GLAD/glad_module/glad/glad.py cb31215354f9af83 unverified licence not identified · pointer only
Attention Augmented Convolutional Networks 22 Apr 2019 identical code first harvested elsewhere 10b86d2ef7ff73c5 unverified licence of this copy not recorded
Session-based Social Recommendation via Dynamic Graph Attention Networks 25 Feb 2019 DeepGraphLearning/RecommenderSystems/sequentialRec/markovChains/utils.py 5db907e9a89a1159 unverified MIT (permissive)
Agnostic Federated Learning 1 Feb 2019 fairfl/FCFL/FUEL/dataset_generate.py 6509d4b83913ec5b ran · fixture could not drive it fingerprinted MIT (permissive)
Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering 12 Jun 2018 lanwuwei/SPM_toolkit/DecAtt/main_mnli.py 1a3be51adc82197e ran · honoured contract no licence file found · pointer only
Reducing Disparate Exposure in Ranking: A Learning To Rank Approach 2018-05 (from id) fair-search/fairsearch-deltr-python/fairsearchdeltr/deltr.py 526319b0136b57a6 ran · our draft was wrong Apache-2.0 (permissive)
AI safety via debate 2 May 2018 jvmancuso/safe-debates/prepare_data.py a147d99607177105 unverified MIT (permissive)
Tensor2Tensor for Neural Machine Translation 16 Mar 2018 1iyc/T2T-Analysis/tensor2tensor/bin/t2t_attack.py 2d21f2cb3f076c8e unverified Apache-2.0 (permissive)
ChemTS: An Efficient Python Library for de novo Molecular Generation 2017-10 (from id) tsudalab/ChemTS/train_RNN/train_RNN.py 1d3a063cf32500d9 ran · honoured contract no licence file found · pointer only
Unsupervised Image-to-Image Translation Networks 2 Mar 2017 taki0112/UNIT-Tensorflow/utils.py bcde99f16f98bc09 unverified MIT (permissive)
SGDR: Stochastic Gradient Descent with Warm Restarts 13 Aug 2016 buptlwz/mabp/gres_model/data_prepare.py 755b208f128fbce6 unverified MIT (permissive)
arXiv:2023.findings-acl.892 TharinduDR/TransQuest/transquest/algo/word_level/microtransquest/format.py 457f4b6965c80637 unverified Apache-2.0 (permissive)
arXiv:136830533 xyh97/SmoothedOptimizer/few-shot-learning/dataloader.py cde7c20f28d94d1c 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".

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