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read_examples

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

read_examples appears in the code Syntology harvested for 23 papers, as 14 distinct code bodies found in 23 places (a place is one code body under one paper). At least one of them ran in 7 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 read_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 4 of the 14 distinct code bodies named read_examples; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 5 of the 23 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

23 papers shown of 23, newest first; 23 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; 1 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
BARE: Towards Bias-Aware and Reasoning-Enhanced One-Tower Visual Grounding added by Syntology 2026-01 (from id) Marloweeee/BARE/datasets/data_loader.py e4f50d4eeb6144e9 unverified no licence file found · pointer only
MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression Comprehension 20 Sep 2024 liuting20/MaPPER/datasets/data_loader.py e4f50d4eeb6144e9 unverified no licence file found · pointer only
An Efficient and Effective Transformer Decoder-Based Framework for Multi-Task Visual Grounding 2 Aug 2024 chenwei746/eevg/datasets/data_loader.py e4f50d4eeb6144e9 unverified no licence file found · pointer only
Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment 5 Mar 2024 zcccccz/CausalWalk/data_load_utils.py bc402a7c004d24b7 ran MIT (permissive)
Backdooring Neural Code Search 27 May 2023 wssun/BADCODE/src/CodeT5/utils.py 57c15c332a224a1d unverified MIT (permissive)
CodeKGC: Code Language Model for Generative Knowledge Graph Construction 18 Apr 2023 zjunlp/DeepKE/src/deepke/triple_extraction/PRGC/dataloader_utils.py 402533ae0c194b8a unverified MIT (permissive)
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction 19 Oct 2022 zjunlp/RAP/BaseModel/PRGC/dataloader_utils.py 7edec986d793594c unverified MIT (permissive)
No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence 24 Jul 2022 adf1178/pt4code/defect/finetune/finetune_t5.py 90c23ee13a3e7488 unverified MIT (permissive)
Natural Language Inference with Self-Attention for Veracity Assessment of Pandemic Claims 5 May 2022 thunlp/GEAR/feature_extractor/extractor.py 2ae4bb4b0bc8a71c unverified MIT (permissive)
Pseudo-Q: Generating Pseudo Language Queries for Visual Grounding 16 Mar 2022 LeapLabTHU/Pseudo-Q/datasets/data_loader.py e4f50d4eeb6144e9 unverified Apache-2.0 (permissive)
Referring Transformer: A One-step Approach to Multi-task Visual Grounding 6 Jun 2021 ubc-vision/RefTR/datasets/lang_utils.py cec54f25f6a14bf4 unverified MIT (permissive)
B-PROP: Bootstrapped Pre-training with Representative Words Prediction for Ad-hoc Retrieval 20 Apr 2021 Albert-Ma/PROP/bprop/extract_bert_attention.py 3fb4a496ddda4d00 unverified Apache-2.0 (permissive)
TransVG: End-to-End Visual Grounding with Transformers 17 Apr 2021 nku-shengzheliu/Pytorch-TransVG/dataset/data_loader.py e4f50d4eeb6144e9 unverified MIT (permissive)
MasakhaNER: Named Entity Recognition for African Languages 22 Mar 2021 masakhane-io/masakhane-ner/code/predict_ner.py d6f999d45b668128 ran · our draft was wrong fingerprinted licence not identified · pointer only
ConjNLI: Natural Language Inference Over Conjunctive Sentences 20 Oct 2020 swarnaHub/ConjNLI/utils_srl.py f2b9ddadc9070d8a unverified MIT (permissive)
Improving Dialog Systems for Negotiation with Personality Modeling 20 Oct 2020 princeton-nlp/NegotiationToM/cocoa/core/dataset.py 5872cb976f5fd95f unverified MIT (permissive)
Improving One-stage Visual Grounding by Recursive Sub-query Construction 3 Aug 2020 zyang-ur/ReSC/dataset/data_loader.py e4f50d4eeb6144e9 unverified MIT (permissive)
What's so special about BERT's layers? A closer look at the NLP pipeline in monolingual and multilingual models 14 Apr 2020 identical code first harvested elsewhere 5328605f9e05de05 ran · our draft was wrong licence of this copy not recorded
BERTje: A Dutch BERT Model 19 Dec 2019 wietsedv/bertje/finetuning/v1/run_benchmark.py 5328605f9e05de05 ran · our draft was wrong Apache-2.0 (permissive)
MIDAS: A Dialog Act Annotation Scheme for Open Domain Human Machine Spoken Conversations 27 Aug 2019 DianDYu/MIDAS_dialog_act/examples/extract_features.py 6d45258b5c56fb25 ran · our draft was wrong Apache-2.0 (permissive)
A Fast and Accurate One-Stage Approach to Visual Grounding 18 Aug 2019 zyang-ur/onestage_grounding/dataset/referit_loader.py e4f50d4eeb6144e9 unverified MIT (permissive)
Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing 25 Feb 2019 TalSchuster/CrossLingualELMo/gen_anchors_bert.py 6d45258b5c56fb25 ran · our draft was wrong MIT (permissive)
arXiv:2022.findings-emnlp.44 JHL-HUST/TextHacker/model_loader/bert_package/extract_features.py 6d45258b5c56fb25 ran · our draft was wrong 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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