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load_datasets

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

load_datasets appears in the code Syntology harvested for 50 papers, as 42 distinct code bodies found in 53 places (a place is one code body under one paper). At least one of them ran in 25 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 load_datasets 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 42 distinct code bodies named load_datasets; 26 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
8ran · our draft was wrong
1ran · fixture could not drive it
7ran
26unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 53 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

50 papers shown of 50, newest first; 53 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 1 papers added by Syntology; 4 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
Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning added by Syntology 2026-04 (from id) wzekai/ORCA/code/calibrate.py 2f2303b2ebebeabe ran · our draft was wrong MIT (permissive)
arXiv:2507.07101 2025-07 (from id) martin-marek/batch-size/finetuning/data.py 93afdee7a791cc5c unverified MIT (permissive)
Doubly Robust Conformalized Survival Analysis with Right-Censored Data 12 Dec 2024 jaredleekatzman/DeepSurv/deepsurv/utils.py 1124b42ac7ddd2a7 unverified MIT (permissive)
Distill Visual Chart Reasoning Ability from LLMs to MLLMs 24 Oct 2024 hewei2001/reachqa/swift_infer_dataset.py 93aa2fdc7356d575 unverified no licence file found · pointer only
A Probabilistic Perspective on Unlearning and Alignment for Large Language Models 4 Oct 2024 yascho/probabilistic-unlearning/unlearning/dataloader.py 6aaff75e95232315 unverified MIT (permissive)
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training 31 Jul 2024 idea-finai/ragllava/webqa_pipeline.py 448b79f91dfb3d41 ran MIT (permissive)
LLMmap: Fingerprinting For Large Language Models 22 Jul 2024 pasquini-dario/LLMmap/LLMmap/dataset.py fe509b80ffd62e01 unverified MIT (permissive)
Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time 1 Jul 2024 schowdhury671/meerkat/run_clm_llms.py 14a47047d9a6be42 unverified Apache-2.0 (permissive)
Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time 1 Jul 2024 schowdhury671/meerkat/run_clm_llms_inference.py 5a4fa70c9f9c5fb7 unverified Apache-2.0 (permissive)
MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models 10 Jun 2024 cxcscmu/MATES/src/pretrain/pretrain.py 3b5b9d1620b5eb91 ran MIT (permissive)
Continuous Temporal Domain Generalization 25 May 2024 Zekun-Cai/Koodos/util.py aac6bb4977f76c37 ran MIT (permissive)
Common 7B Language Models Already Possess Strong Math Capabilities 7 Mar 2024 jerrywu-code/susgen/utils/loadhf_data.py 43fd4e86eac55a80 unverified MIT (permissive)
LoRA Training in the NTK Regime has No Spurious Local Minima 19 Feb 2024 uijeongjang/lora-ntk/tools/generate_k_shot_data.py 8e27652a29c8adcc ran · our draft was wrong no licence file found · pointer only
QuRating: Selecting High-Quality Data for Training Language Models 15 Feb 2024 princeton-nlp/qurating/training/train_preference_model.py d0518a77df116eb2 ran no licence file found · pointer only
WebVLN: Vision-and-Language Navigation on Websites 25 Dec 2023 webvln/webvln/r2r_src/utils.py b66b7866c664dff2 ran no licence file found · pointer only
PhenDiff: Revealing Subtle Phenotypes with Diffusion Models in Real Images 13 Dec 2023 warmongeringbeaver/phendiff/src/utils_Img2Img.py 15b4e8d47f5259c4 unverified no licence file found · pointer only
LePaRD: A Large-Scale Dataset of Judges Citing Precedents 15 Nov 2023 rmahari/lepard/src/model/prepare_data.py 8bd2020cd2bd688b ran licence not identified · pointer only
Sum-of-Parts: Faithful Attributions for Groups of Features 25 Oct 2023 debugml/sop/src/sop/metrics/eraser_utils.py e1878c4a3bf022ae ran · our draft was wrong no licence file found · pointer only
Understanding Deep Gradient Leakage via Inversion Influence Functions 22 Sep 2023 illidanlab/inversion-influence-function/baseline_utils.py 5575a9343bef8b99 unverified MIT (permissive)
DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning 11 Sep 2023 zhengxiangshi/powerfulpromptft/src/convert_to_pretrain_tapt_1.py 8e27652a29c8adcc ran · our draft was wrong MIT (permissive)
PREFER: Prompt Ensemble Learning via Feedback-Reflect-Refine 23 Aug 2023 zcrwind/prefer/scripts/generate_k_shot_data.py 635e168c990149fd ran · our draft was wrong MIT (permissive)
Extrapolating Large Language Models to Non-English by Aligning Languages 9 Aug 2023 NJUNLP/x-LLM/utils.py 57bd6a217c768db9 unverified Apache-2.0 (permissive)
arXiv:2307.04967 2023-07 (from id) LSSTISSC/Tidalsaurus/dataset_preparation.py 750fffb100c623eb ran MIT (permissive)
Still No Lie Detector for Language Models: Probing Empirical and Conceptual Roadblocks 30 Jun 2023 identical code first harvested elsewhere c32cb2b828044b4d ran · fixture could not drive it licence of this copy not recorded
Don't Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner 2 May 2023 ZhengxiangShi/PowerfulPromptFT/src/convert_to_pretrain_tapt_1.py 8e27652a29c8adcc ran · our draft was wrong MIT (permissive)
The Internal State of an LLM Knows When It's Lying 26 Apr 2023 balevinstein/probes/TrainProbes.py c32cb2b828044b4d ran · fixture could not drive it MIT (permissive)
Audio-Visual Efficient Conformer for Robust Speech Recognition 4 Jan 2023 burchim/avec/functions.py 285dd2816d300b3d unverified Apache-2.0 (permissive)
PromptBoosting: Black-Box Text Classification with Ten Forward Passes 19 Dec 2022 ucsb-nlp-chang/promptboosting/scripts/generate_k_shot_data.py aa8835750b7967cd ran · our draft was wrong no licence file found · pointer only
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning 6 Nov 2022 yumeng5/fewgen/utils/gen_k_shot.py 8e27652a29c8adcc ran · our draft was wrong Apache-2.0 (permissive)
CLAD: A Contrastive Learning based Approach for Background Debiasing 6 Oct 2022 wangke97/clad/src/dataloader.py b92206840d06acc7 unverified MIT (permissive)
SNeS: Learning Probably Symmetric Neural Surfaces from Incomplete Data 13 Jun 2022 eldar/snes/models/factory.py d7d5462dbe2c1f44 unverified MIT (permissive)
Can Question Rewriting Help Conversational Question Answering? 13 Apr 2022 hltchkust/cqr4cqa/src/data_utils/convqa_data_utils.py c1804882d56dfe15 unverified MIT (permissive)
Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas 25 Mar 2022 raphael-sch/map2seq_vln/vln/utils.py 06e4c15a96bcb6fb unverified Apache-2.0 (permissive)
HOP: History-and-Order Aware Pre-training for Vision-and-Language Navigation 22 Mar 2022 yanyuanqiao/hop-vln/tasks/pretrain/utils.py bd7ea3e7a698a3e0 unverified MIT (permissive)
Fortuitous Forgetting in Connectionist Networks 1 Feb 2022 hlml/fortuitous_forgetting/targeted_forgetting/mixed_group_training.py c3d99cad036fdd02 ran · our draft was wrong no licence file found · pointer only
Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts 15 Dec 2021 alrope123/prompt-waywardness/generate_k_shot_data.py c5c4435a7bbecdc7 ran · our draft was wrong no licence file found · pointer only
RoBERTuito: a pre-trained language model for social media text in Spanish 18 Nov 2021 pysentimiento/robertuito/finetune_vs_scratch/context_hate.py cc949dfaed31c76b unverified MIT (permissive)
RoBERTuito: a pre-trained language model for social media text in Spanish 18 Nov 2021 pysentimiento/robertuito/finetune_vs_scratch/irony.py 968608fa8e0a82dc unverified MIT (permissive)
Noisy Channel Language Model Prompting for Few-Shot Text Classification 9 Aug 2021 shmsw25/Channel-LM-Prompting/generate_k_shot_data.py 8e27652a29c8adcc ran · our draft was wrong no licence file found · pointer only
Neighbor-view Enhanced Model for Vision and Language Navigation 15 Jul 2021 MarSaKi/NvEM/r2r_src/utils.py 1d9c8c3cd78345c4 unverified MIT (permissive)
How Did This Get Funded?! Automatically Identifying Quirky Scientific Achievements 6 Jun 2021 nadavborenstein/Iggy/model_training/MLP_train.py 91cd24d73916ca4e unverified Apache-2.0 (permissive)
VISITRON: Visual Semantics-Aligned Interactively Trained Object-Navigator 25 May 2021 alexa/visitron/scripts/generate_pretraining_data.py 1f1fb7ef6c462cab ran · our draft was wrong MIT-0 (permissive)
Learning to Faithfully Rationalize by Construction 30 Apr 2020 successar/FRESH/Datasets/utils.py e1878c4a3bf022ae ran · our draft was wrong MIT (permissive)
Multimodal Attention Networks for Low-Level Vision-and-Language Navigation 27 Nov 2019 aimagelab/perceive-transform-and-act/tasks/R2R/utils.py c954fa1f33ae8634 unverified MIT (permissive)
ERASER: A Benchmark to Evaluate Rationalized NLP Models 8 Nov 2019 jayded/eraserbenchmark/rationale_benchmark/utils.py e1878c4a3bf022ae ran · our draft was wrong Apache-2.0 (permissive)
Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout 8 Apr 2019 airsplay/R2R-EnvDrop/r2r_src/utils.py 1d9c8c3cd78345c4 unverified MIT (permissive)
The Regretful Agent: Heuristic-Aided Navigation through Progress Estimation 5 Mar 2019 CAVED123/regretful-agent/tasks/R2R-pano/utils.py be2e80a5268aabb2 unverified MIT (permissive)
The Regretful Agent: Heuristic-Aided Navigation through Progress Estimation 5 Mar 2019 cacosandon/are-you-looking/tasks/R2R-pano/utils.py 247ba71d3fffa065 unverified MIT (permissive)
Self-Monitoring Navigation Agent via Auxiliary Progress Estimation 10 Jan 2019 chihyaoma/selfmonitoring-agent/tasks/R2R-pano/utils.py be2e80a5268aabb2 unverified MIT (permissive)
A high-bias, low-variance introduction to Machine Learning for physicists 23 Mar 2018 alexandreday/fast_density_clustering/benchmarks/benchmark_quality.py 390c2f6cdaafd18b unverified BSD-3-Clause (permissive)
SEGAN: Speech Enhancement Generative Adversarial Network 28 Mar 2017 haozh7109/SEGAN-TensorFlow2/Inference_singleShot.py 69a97611e4cfefac unverified Apache-2.0 (permissive)
arXiv:2024.findings-naacl.294 balevinstein/Probes/TrainProbes.py c32cb2b828044b4d ran · fixture could not drive it MIT (permissive)
arXiv:2024.findings-acl.307 wj210/NLI_ETP/preprocess/eraser_utils.py e1878c4a3bf022ae ran · our draft was wrong 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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