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chunks

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

chunks appears in the code Syntology harvested for 16 papers, as 14 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 12 of the papers; 5 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 chunks 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 11 of the 14 distinct code bodies named chunks; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
2ran · fixture could not drive it
3ran
3unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 16 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; 16 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 4 papers added by Syntology; 2 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
Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference added by Syntology 2026-08 (from id) burcgokden/lm-evaluation-harness-with-PLDR-LLM/lm_eval/models/pldrllm.py 222587ff95e2d189 ran · our draft was wrong MIT (permissive)
Orthogonal Representation Editing: Decoupling Semantic Entanglement in Batch Knowledge Editing of LLMs added by Syntology 2026-06 (from id) YVVH/ORE/ORE/ORE_main.py a37133c7a083ec7c ran · our draft was wrong MIT (permissive)
LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing added by Syntology 2026-06 (from id) neu-spiral/LOKI/easyeditor/models/loki/loki_main.py 35da3381772647d4 ran · our draft was wrong MIT (permissive)
Does Continued Pretraining on a Learner Corpus Improve Automated Essay Scoring on English Proficiency Tests? Evidence from EFCAMDAT added by Syntology 2026-05 (from id) tanloong/neosca/src/neosca/ns_utils.py 15538c38f848122b ran GPL-3.0 (copyleft) · pointer only
Locate Anything on Earth: Advancing Open-Vocabulary Object Detection for Remote Sensing Community 17 Aug 2024 jaychempan/LAE-DINO/mmdetection_lae/mmdet/models/detectors/grounding_dino.py a0600d778ab5d258 ran fingerprinted MIT (permissive)
AGILE: A Novel Reinforcement Learning Framework of LLM Agents 23 May 2024 bytarnish/AGILE/agile/data_processing/fact_qa_gen.py 29ea8bc80be13db5 ran fingerprinted MIT (permissive)
Rectifying Demonstration Shortcut in In-Context Learning 14 Mar 2024 lainshower/in-context-calibration/utils.py bdf1c41b44f672f1 ran · our draft was wrong no licence file found · pointer only
CodeKGC: Code Language Model for Generative Knowledge Graph Construction 18 Apr 2023 zjunlp/DeepKE/src/deepke/relation_extraction/document/prepro.py b6545335b7f399a2 unverified MIT (permissive)
Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness 7 Feb 2023 ml-research/fair-diffusion/generate_images.py 8d692969f152408b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
GRIT-VLP: Grouped Mini-batch Sampling for Efficient Vision and Language Pre-training 8 Aug 2022 jaeseokbyun/GRIT-VLP/models/GRIT_utils.py cb3b9a90beb432a1 ran · our draft was wrong no licence file found · pointer only
Prompt Consistency for Zero-Shot Task Generalization 29 Apr 2022 violet-zct/swarm-distillation-zero-shot/examples/pytorch/t0-zero-shot/run_t0.py 31c3c06f11a67c47 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems 15 Oct 2021 andreamad8/FSB/utils/fsb_wrapper.py a9c35800cc443580 unverified MIT (permissive)
Large Pre-trained Language Models Contain Human-like Biases of What is Right and Wrong to Do 8 Mar 2021 ml-research/MoRT_NMI/MoRT/mort/funcs_mcm.py 53df4c9a654254cf unverified MIT (permissive)
Introducing Graph Cumulants: What is the Variance of Your Social Network? 2020-02 (from id) TheGravLab/GraphCumulants/GraphCumulantsComputerFiles/GraphCumulantsComputer.py 5652ee83d8bf436f ran · fixture could not drive it fingerprinted no licence file found · pointer only
arXiv:Zhu_Beyond_Pixel_Uncertainty_Bounding_the_OoD_Objects_in_Road_Scenes_ICCV_2025_paper huachao0124/DetSeg-official/mmdet/detseg_utils/models.py a0600d778ab5d258 ran fingerprinted Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.253 Jize-W/HingeABL/prepro.py b6545335b7f399a2 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