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mask_tokens

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

mask_tokens appears in the code Syntology harvested for 12 papers, as 12 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 5 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 mask_tokens 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 5 of the 12 distinct code bodies named mask_tokens; 7 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
2ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 12 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

12 papers shown of 12, newest first; 12 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
Antigen-specific Antibody Multi-modal Foundation Model for Functional Antibody Design added by Syntology 2026-07 (from id) XL-S224/AAMFM/src/cpt/training/masking.py ac2f32e7c4b80284 ran MIT (permissive)
Concept-Level Explainability for Auditing & Steering LLM Responses 12 May 2025 k-amara/conceptx/src/faithfulness.py e8af2d39efba1586 ran · our draft was wrong no licence file found · pointer only
Larimar: Large Language Models with Episodic Memory Control 18 Mar 2024 IBM/larimar/larimar_base/lightning_model.py 649a7fe08874330c unverified Apache-2.0 (permissive)
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models 18 Aug 2023 mlvlab/OVQA/util/misc.py e42c9680fb0f8054 ran no licence file found · pointer only
Revisiting Self-Training for Few-Shot Learning of Language Model 4 Oct 2021 matthewcym/sflm/src/utils.py cbf3175e3ec772a0 unverified MIT (permissive)
Keep it Simple: Unsupervised Simplification of Multi-Paragraph Text 7 Jul 2021 tingofurro/keep_it_simple/utils_masking.py aae67c85186c7e28 unverified Apache-2.0 (permissive)
Can Generative Pre-trained Language Models Serve as Knowledge Bases for Closed-book QA? 3 Jun 2021 wangcunxiang/Can-PLM-Serve-as-KB-for-CBQA/simpletransformers/language_modeling/language_modeling_utils.py e4a3df6f2b78aa86 unverified Apache-2.0 (permissive)
Multilingual Offensive Language Identification with Cross-lingual Embeddings 11 Oct 2020 tharindudr/DeepOffense/deepoffense/language_modeling/language_modeling_utils.py 37e86e14623d0254 unverified Apache-2.0 (permissive)
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 23 Mar 2020 richarddwang/electra_pytorch/pretrain.py b195c0bc58a304ad ran · our draft was wrong no licence file found · pointer only
Learning Dual Retrieval Module for Semi-supervised Relation Extraction 20 Feb 2019 INK-USC/DualRE/utils/data_utils.py cfdea81e0b0366a4 ran · our draft was wrong no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 jungomi/swiss-language-model/dataset.py 9426851b703fea8b unverified MIT (permissive)
arXiv:2021.findings-emnlp.386 lbe0613/GCC/pretrain/run_pretrain.py c99cf98ff40740f5 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