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file_based_input_fn_builder

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

file_based_input_fn_builder appears in the code Syntology harvested for 16 papers, as 22 distinct code bodies found in 30 places (a place is one code body under one paper). At least one of them ran in 0 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 file_based_input_fn_builder 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 0 of the 22 distinct code bodies named file_based_input_fn_builder; 22 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
0ran
22unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 30 places is 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

16 papers shown of 16, newest first; 30 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; 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
NapSS: Paragraph-level Medical Text Simplification via Narrative Prompting and Sentence-matching Summarization 11 Feb 2023 google-research/bert/run_classifier.py 1b46c9ce24fc6db3 unverified Apache-2.0 (permissive)
MathBERT: A Pre-trained Language Model for General NLP Tasks in Mathematics Education 2 Jun 2021 tbs17/MathBERT/mathbert/run_classifier.py 1b46c9ce24fc6db3 unverified MIT recorded; this copy not marked cleared · pointer only
Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers 24 May 2020 wluper/retrograph/archive/run_classifier_adapter.py f105653fd006d566 unverified Apache-2.0 (permissive)
Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers 24 May 2020 wluper/retrograph/archive/run_regression_adapter.py 9df709f11c75e63a unverified Apache-2.0 (permissive)
Revisiting Pre-Trained Models for Chinese Natural Language Processing 29 Apr 2020 ymcui/Chinese-PreTrained-XLNet/src/run_classifier.py aab5156ced02aa8a unverified Apache-2.0 (permissive)
Structured Pruning of Large Language Models 10 Oct 2019 Holldean/BERT-Pruning/bert/run_classifier.py 2ffa5353979cd872 unverified Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 google-research/ALBERT/classifier_utils.py ff6bac8bf3944cbe unverified Apache-2.0 (permissive)
Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering 13 Sep 2019 ZhangShiyue/QGforQA/LIB/bert/run_classifier.py 1b46c9ce24fc6db3 unverified MIT (permissive)
On Extractive and Abstractive Neural Document Summarization with Transformer Language Models 7 Sep 2019 Bread-and-Code/Text-Summarization/Sam/transfer_learning/preprocess.py 3d56dfd55a3825c2 unverified MIT (permissive)
Encode, Tag, Realize: High-Precision Text Editing 3 Sep 2019 google-research/lasertagger/run_lasertagger.py 7b42fac7fabad0d0 unverified Apache-2.0 (permissive)
Well-Read Students Learn Better: On the Importance of Pre-training Compact Models 23 Aug 2019 Arthurizijar/Bert_Airport/run_classifier.py 1b46c9ce24fc6db3 unverified Apache-2.0 (permissive)
Well-Read Students Learn Better: On the Importance of Pre-training Compact Models 23 Aug 2019 Maz101/Bert/run_classifier.py 28b353970e44ff54 unverified Apache-2.0 (permissive)
Identification of Tasks, Datasets, Evaluation Metrics, and Numeric Scores for Scientific Leaderboards Construction 21 Jun 2019 IBM/science-result-extractor/bert_tdms/run_classifier_sci.py 1b46c9ce24fc6db3 unverified Apache-2.0 (permissive)
Deeper Text Understanding for IR with Contextual Neural Language Modeling 22 May 2019 AdeDZY/SIGIR19-BERT-IR/run_qe_classifier.py 1b46c9ce24fc6db3 unverified BSD-3-Clause (permissive)
BERT for Joint Intent Classification and Slot Filling 28 Feb 2019 mangushev/intent_slot/bert/run_intent_slot.py 6c079a61fb350572 unverified MIT (permissive)
BioBERT: a pre-trained biomedical language representation model for biomedical text mining 25 Jan 2019 dmis-lab/bern/biobert_ner/run_ner.py 925eb3d68d846286 unverified BSD-2-Clause (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Charliesgithub20221030/BERT/run_classifier.py 1b46c9ce24fc6db3 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 LoveYang/bert_test/run_classifier.py f105653fd006d566 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 EthanWYB/bert-classification/_run_classifier_gpu_estimator.py 05b9987e3ccdec7e unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 LoveYang/bert_test/sentiment_generate.py add3130b56c2aaa7 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 fancyerii/bert/run_reg.py f5690f33c176596b unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 flyliu2017/bert/run_multilabels_classifier_sequence_layer.py f3ed5b8073c1b457 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 haydlite/sparse-bert-ner/BERT-NER-Sparse.py 0899aefad9866244 unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 haydlite/sparse-bert-ner/old_version/BERT_NER.py a1fd823bb2bb995b unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 icewing1996/bert_dep/ccg.py 47e15bf7d3423516 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 icewing1996/bert_dep/run_classifier.py d376d356370dc438 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 keiyamashita111/aaproject/run_classifier.py 9a5abbce8429ae70 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 kelly2016/multi-label-bert/run_multilabel_classifier.py 601b94f2d092637c unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 meizi1114/bert/run_mtl.py 242ba183419ac2b3 unverified Apache-2.0 (permissive)
arXiv:2024.findings-acl.532 kamigaito/SLAHAN/bert/run_classifier.py 1b46c9ce24fc6db3 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".

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