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load_and_cache_examples

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

load_and_cache_examples appears in the code Syntology harvested for 18 papers, as 19 distinct code bodies found in 20 places (a place is one code body under one paper). At least one of them ran in 2 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_and_cache_examples 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 1 of the 19 distinct code bodies named load_and_cache_examples; 18 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
18unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 20 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

18 papers shown of 18, newest first; 20 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; 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
Over-parameterized Student Model via Tensor Decomposition Boosted Knowledge Distillation 10 Nov 2024 intell-sci-comput/OPDF/BERT-of-Theseus/run_glue_MPO_losslayer.py 97549800b52bcd2d unverified MIT (permissive)
Collapsed Language Models Promote Fairness 6 Oct 2024 Xujxyang/Fairness-NC-main/adept/debias_original.py f46fa5e6d0948125 ran no licence file found · pointer only
A Comprehensive Evaluation of Parameter-Efficient Fine-Tuning on Software Engineering Tasks 25 Dec 2023 zwtnju/peft/clone/code/clone.py c931ca2e34e6dbd9 unverified no licence file found · pointer only
Coarse-to-Fine Dual Encoders are Better Frame Identification Learners 20 Oct 2023 pkunlp-icler/cofftea/code/dataset.py 3de6c82bab9412ea unverified MIT (permissive)
ADEPT: A DEbiasing PrompT Framework 10 Nov 2022 EmpathYang/ADEPT/debias.py f46fa5e6d0948125 ran MIT (permissive)
Synthetic Disinformation Attacks on Automated Fact Verification Systems 18 Feb 2022 yibing-du/adversarial-factcheck/fever/corefbert/Pretrain/run_pretrain.py dc8e63d7478acf25 unverified Apache-2.0 (permissive)
A Semantic-based Method for Unsupervised Commonsense Question Answering 31 May 2021 heylinsir/semantic-based-qa/src/run_SEQA_generation.py a6129e1b4cbc4d2f unverified MIT (permissive)
A Semantic-based Method for Unsupervised Commonsense Question Answering 31 May 2021 heylinsir/semantic-based-qa/src/run_SEQA_voting.py a36518da7ffbc858 unverified MIT (permissive)
MasakhaNER: Named Entity Recognition for African Languages 22 Mar 2021 masakhane-io/masakhane-ner/code/predict_ner.py a962fe586a31e797 unverified licence not identified · pointer only
CharBERT: Character-aware Pre-trained Language Model 3 Nov 2020 wtma/CharBERT/run_lm_finetuning.py 9db820e8f7a8258b unverified Apache-2.0 (permissive)
Reformulating Unsupervised Style Transfer as Paraphrase Generation 12 Oct 2020 martiansideofthemoon/style-transfer-paraphrase/style_paraphrase/run_lm_finetuning.py f9b01438cd540c30 unverified MIT (permissive)
DEMI: Discriminative Estimator of Mutual Information 5 Oct 2020 RayRuizhiLiao/demi_mi_estimator/utils.py 8a456261317b11a7 unverified MIT (permissive)
BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision 28 Jun 2020 cliang1453/BOND/data_utils.py d44194ff2ec0a210 unverified Apache-2.0 (permissive)
Exploring and Predicting Transferability across NLP Tasks 2 May 2020 tuvuumass/task-transferability/run_finetuning_CR.py 5671be9e6de071d7 unverified Apache-2.0 (permissive)
GoEmotions: A Dataset of Fine-Grained Emotions 1 May 2020 monologg/GoEmotions-pytorch/data_loader.py 5b789dfece5f5d6f unverified Apache-2.0 (permissive)
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing 7 Feb 2020 JetRunner/BERT-of-Theseus/run_glue.py 794b556e7b37a67d unverified Apache-2.0 (permissive)
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing 7 Feb 2020 JetRunner/BERT-of-Theseus/glue_script/run_prediction.py afc76339aaf5823b unverified Apache-2.0 (permissive)
The TechQA Dataset 8 Nov 2019 ibm/techqa/techqa_processor.py 64f34f8784ad0dbd unverified Apache-2.0 (permissive)
arXiv:2023.emnlp-main.803 yisunlp/Anti-CF/utils/process.py 562b75692bdd7588 unverified MIT (permissive)
arXiv:2022.emnlp-main.417 dmis-lab/GeNER/self_training/data_utils.py df77c460e4f9f5b0 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