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load_quant

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

load_quant appears in the code Syntology harvested for 8 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 load_quant 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 load_quant; 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: 3 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

8 papers shown of 8, 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, 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
PT$^2$-LLM: Post-Training Ternarization for Large Language Models added by Syntology 2025-10 (from id) XIANGLONGYAN/PT2-LLM/pt2_llm/eval_utils.py 9fa0c8cd09b878ff unverified Apache-2.0 (permissive)
A safety realignment framework via subspace-oriented model fusion for large language models 15 May 2024 xinykou/safety_realignment/lm_eval/code_task/modeling.py 28e35d0a0fcd8e8b unverified no licence file found · pointer only
FrameQuant: Flexible Low-Bit Quantization for Transformers 10 Mar 2024 vsingh-group/framequant/inference.py e6ca4726f327dc2c unverified no licence file found · pointer only
Composite Backdoor Attacks Against Large Language Models 11 Oct 2023 miraclehh/cba/multimodal/llama2_accessory/eval/modeling.py 28e35d0a0fcd8e8b unverified no licence file found · pointer only
Sight Beyond Text: Multi-Modal Training Enhances LLMs in Truthfulness and Ethics 13 Sep 2023 ucsc-vlaa/sight-beyond-text/llava/eval/mmlu/mmlu_modeling.py ba7f40ab714e8d9c unverified Apache-2.0 (permissive)
ChatHome: Development and Evaluation of a Domain-Specific Language Model for Home Renovation 28 Jul 2023 lianjiatech/belle/models/gptq/bloom_inference.py 4b1d6ad992ab7654 unverified Apache-2.0 (permissive)
ChatHome: Development and Evaluation of a Domain-Specific Language Model for Home Renovation 28 Jul 2023 lianjiatech/belle/models/gptq/llama_inference.py aa8b0294a8126264 unverified Apache-2.0 (permissive)
ChatHome: Development and Evaluation of a Domain-Specific Language Model for Home Renovation 28 Jul 2023 lianjiatech/belle/models/gptq/llama_inference_offload.py 6cf8c1ef38ec0eb8 unverified Apache-2.0 (permissive)
Llama 2: Open Foundation and Fine-Tuned Chat Models 18 Jul 2023 squeezeailab/squeezellm/llama.py c0d4637f25eabf00 unverified MIT (permissive)
arXiv:2024.findings-naacl.145 LianjiaTech/BELLE/models/gptq/bloom_inference.py 4b1d6ad992ab7654 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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