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BertForCL

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

BertForCL appears in the code Syntology harvested for 5 papers, as 11 distinct code bodies found in 11 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 BertForCL 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 2 of the 11 distinct code bodies named BertForCL; 9 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
2ran
9unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 11 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

5 papers shown of 5, newest first; 11 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. 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
Sentence Representation Learning with Generative Objective rather than Contrastive Objective 16 Oct 2022 chengzhipanpan/PaSeR/paser/models.py 87c1f238d692cef4 unverified MIT (permissive)
Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings 20 Sep 2022 yiren-jian/NonLing-CSE/AudioCSE/src/models.py cac05caf11e54d56 unverified no licence file found · pointer only
PromptBERT: Improving BERT Sentence Embeddings with Prompts 12 Jan 2022 kongds/prompt-bert/prompt_bert/models.py 9ccd2ffda9abc480 unverified no licence file found · pointer only
SimCSE: Simple Contrastive Learning of Sentence Embeddings 18 Apr 2021 bhuvanakundumani/SimCSE_unsupervised/model.py 5a73e8e6db46e11d ran · metamorphic tier: deterministic no licence file found · pointer only
SimCSE: Simple Contrastive Learning of Sentence Embeddings 18 Apr 2021 dll-wu/is-cse/simcse/models.py 3233884fc81ed5ae unverified no licence file found · pointer only
SimCSE: Simple Contrastive Learning of Sentence Embeddings 18 Apr 2021 nlpods/layerattpooler/cl/models.py 2ffa456107908807 unverified no licence file found · pointer only
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 27 Aug 2019 hkust-nlp/syncse/simcse/models.py c15599049fd15b4a ran MIT (permissive)
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 27 Aug 2019 yjiangcm/dcpcse/promcse/models.py 686396546abff873 unverified no licence file found · pointer only
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 27 Aug 2019 nuochenpku/sscl/sscl/models.py 67b848a28b094d8e unverified Apache-2.0 (permissive)
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 27 Aug 2019 puerrrr/focal-infonce/focalNCE/models.py b248e7b923a2c743 unverified MIT (permissive)
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 27 Aug 2019 jcyk/mse-amr/simcse/models.py cfcdc208c6f85bf3 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