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llama_sequential

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

llama_sequential appears in the code Syntology harvested for 10 papers, as 8 distinct code bodies found in 10 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 llama_sequential 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 llama_sequential; 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: 2 of the 10 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

10 papers shown of 10, newest first; 10 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; 4 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
Separate the Wheat from the Chaff: A Post-Hoc Approach to Safety Re-Alignment for Fine-Tuned Language Models 15 Dec 2024 pikepokenew/IRR/IRR/llama.py f8c169f3b32c1ca5 unverified no licence file found · pointer only
MicroScopiQ: Accelerating Foundational Models through Outlier-Aware Microscaling Quantization 8 Nov 2024 georgia-tech-synergy-lab/microscopiq-llm-quantization/llm/llama.py c6cb1685a5860766 unverified MIT (permissive)
Two Sparse Matrices are Better than One: Sparsifying Neural Networks with Double Sparse Factorization 27 Sep 2024 usamec/double_sparse/llama.py 14961351f5344dc1 unverified Apache-2.0 (permissive)
MagR: Weight Magnitude Reduction for Enhancing Post-Training Quantization 2 Jun 2024 aozhongzhang/magr/llama.py 8a49f06400cfa533 unverified MIT (permissive)
ChatHome: Development and Evaluation of a Domain-Specific Language Model for Home Renovation 28 Jul 2023 lianjiatech/belle/models/gptq/llama.py 5f5434220ca9b107 unverified Apache-2.0 (permissive)
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 identical code first harvested elsewhere 8a49f06400cfa533 unverified licence of this copy not recorded
arXiv:openreview_Im05D8gFFn mazumder-lab/RobOP/RobOP-ALPS/robop_alps.py 75c33f3d1425462f unverified MIT (permissive)
arXiv:2025.findings-emnlp.1054 IST-DASLab/sparsegpt/llama.py 8f1846e2ea49d19f unverified Apache-2.0 (permissive)
arXiv:2024.findings-naacl.145 LianjiaTech/BELLE/models/gptq/llama.py 5f5434220ca9b107 unverified Apache-2.0 (permissive)
arXiv:2023.emnlp-main.892 SamsungLabs/Z-Fold/llama.py 5a78f54227d63c12 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