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fixed_pos_embedding

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

fixed_pos_embedding appears in the code Syntology harvested for 16 papers, as 11 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 14 of the papers; 8 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 fixed_pos_embedding 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 9 of the 11 distinct code bodies named fixed_pos_embedding; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
1ran · fixture could not drive it
3ran
2unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 17 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

16 papers shown of 16, newest first; 17 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
Few-shot Protein Fitness Prediction via In-context Learning and Test-time Training added by Syntology 2025-12 (from id) fteufel/PRIMO/primo/zero_shot_utils/modeling_progen.py 72fa614b434d062b ran · our draft was wrong fingerprinted no licence file found · pointer only
Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs 9 Dec 2024 som-shahlab/long_context_clues/hf_ehr/models/gpt.py 5bef41387946c6d0 unverified Apache-2.0 (permissive)
Longhorn: State Space Models are Amortized Online Learners 19 Jul 2024 Cranial-XIX/longhorn/models/retnet.py e10a34a678e99e04 ran fingerprinted no licence file found · pointer only
Constrained Decoding for Secure Code Generation 30 Apr 2024 dynamite321/codeguardplus/inference/hf/modeling_codegen.py 7ea21b9da7ef5be6 ran MIT (permissive)
Emergent Abilities in Reduced-Scale Generative Language Models 2 Apr 2024 text-machine-lab/mini_gpt/src/pos_emb_classes.py ff55f4ed6ff9941f ran fingerprinted no licence file found · pointer only
Can I Trust Your Answer? Visually Grounded Video Question Answering 4 Sep 2023 doc-doc/next-gqa/code/FrozenGQA/model/gptj.py 7ea21b9da7ef5be6 ran MIT (permissive)
Giraffe: Adventures in Expanding Context Lengths in LLMs 21 Aug 2023 abacusai/long-context/python/models/xpos.py ff55f4ed6ff9941f ran fingerprinted Apache-2.0 (permissive)
Retentive Network: A Successor to Transformer for Large Language Models 17 Jul 2023 Jamie-Stirling/RetNet/src/xpos_relative_position.py e10a34a678e99e04 ran fingerprinted MIT (permissive)
RLTF: Reinforcement Learning from Unit Test Feedback 10 Jul 2023 zyq-scut/rltf/trainers/modeling_codegen.py 7ea21b9da7ef5be6 ran BSD-3-Clause (permissive)
ProGen2: Exploring the Boundaries of Protein Language Models 27 Jun 2022 salesforce/progen/progen2/models/progen/modeling_progen.py 72fa614b434d062b ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
ProGen2: Exploring the Boundaries of Protein Language Models 27 Jun 2022 salesforce/jaxformer/jaxformer/hf/codegen/modeling_codegen.py 7ea21b9da7ef5be6 ran BSD-3-Clause (permissive)
CERT: Continual Pre-Training on Sketches for Library-Oriented Code Generation 14 Jun 2022 microsoft/PyCodeGPT/apicoder/CodeGenAPI/nl2code/modeling_codegen.py d586789103877809 ran · our draft was wrong fingerprinted MIT (permissive)
PaLM: Scaling Language Modeling with Pathways 5 Apr 2022 lucidrains/PaLM-jax/palm_jax/palm.py 78821f282a7ccfa2 ran · fixture could not drive it fingerprinted MIT (permissive)
CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis 25 Mar 2022 salesforce/CodeGen/codegen1/jaxformer/hf/codegen/modeling_codegen.py 423269b3cef0af9c ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
ProGen: Language Modeling for Protein Generation 8 Mar 2020 lucidrains/progen/progen_transformer/progen.py c2e3f2e143e65142 ran · honoured contract fingerprinted MIT (permissive)
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism 17 Sep 2019 kingoflolz/mesh-transformer-jax/mesh_transformer/transformer_shard.py 3d74408951f86d6b ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:04820 Kelly510/PoseRetNet/common/model/retention.py 217a6be088d6cb7f 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