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input_fn_builder

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

input_fn_builder appears in the code Syntology harvested for 13 papers, as 8 distinct code bodies found in 16 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 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 8 distinct code bodies named input_fn_builder; 8 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
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 16 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

13 papers shown of 13, newest first; 16 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
NapSS: Paragraph-level Medical Text Simplification via Narrative Prompting and Sentence-matching Summarization 11 Feb 2023 google-research/bert/extract_features.py 47a3c792cebb6603 unverified Apache-2.0 (permissive)
Named Entity Recognition as Dependency Parsing 14 May 2020 juntaoy/biaffine-ner/extract_bert_features/extract_features.py fb8d325e40dbff1b unverified Apache-2.0 (permissive)
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order 24 Apr 2020 m-hahn/PMLM/extract_features.py 47a3c792cebb6603 unverified Apache-2.0 (permissive)
Structured Pruning of Large Language Models 10 Oct 2019 Holldean/BERT-Pruning/bert/extract_features.py 47a3c792cebb6603 unverified Apache-2.0 (permissive)
Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering 13 Sep 2019 ZhangShiyue/QGforQA/LIB/bert/extract_features.py 47a3c792cebb6603 unverified MIT (permissive)
Well-Read Students Learn Better: On the Importance of Pre-training Compact Models 23 Aug 2019 Arthurizijar/Bert_Airport/extract_features.py 47a3c792cebb6603 unverified Apache-2.0 (permissive)
Defending Against Neural Fake News 29 May 2019 rowanz/grover/lm/dataloader.py 677632c738689822 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
Passage Re-ranking with BERT 13 Jan 2019 nyu-dl/dl4marco-bert/run_msmarco.py e010030ee57fe701 unverified BSD-3-Clause (permissive)
Passage Re-ranking with BERT 13 Jan 2019 nyu-dl/dl4marco-bert/run_treccar.py 9fbf56276f399498 unverified BSD-3-Clause (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 1wy/bert/extract_features.py 47a3c792cebb6603 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 flyliu2017/bert/data_processor.py 58dd0d69e82ebdc9 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 nmfisher/bert-modified/run_squad_slot_tagger.py 49b90dc3f10fce0a unverified Apache-2.0 (permissive)
Higher-order Coreference Resolution with Coarse-to-fine Inference 15 Apr 2018 bkntr/coref-ee/extract_features.py fb8d325e40dbff1b unverified Apache-2.0 (permissive)
Deep Generative Stochastic Networks Trainable by Backprop 5 Jun 2013 cycentum/bert-based-text-generation/word_replacement/word_replacement.py 86dfb98ea090a3bd unverified MIT (permissive)
arXiv:2024.findings-acl.532 kamigaito/SLAHAN/bert/extract_features.py 47a3c792cebb6603 unverified MIT (permissive)
arXiv:2022.acl-long.56 juntaoy/dali-bridging/extract_bert_features/extract_features.py fb8d325e40dbff1b 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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