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load_tasks

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

load_tasks appears in the code Syntology harvested for 11 papers, as 10 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 3 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_tasks 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 3 of the 10 distinct code bodies named load_tasks; 7 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
3ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 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

11 papers shown of 11, 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, and the graph's for 8 papers added by Syntology. 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
Compile, Don't Memorize: A Context Compilation Architecture (CCA) for In-Context Learning added by Syntology 2026-09 (from id) TonyQJH/cca-emnlp2026/code/run_cca.py 5bacf5e653c53635 unverified Apache-2.0 (permissive)
Adversarial Attacks in Multi-Agent LLM Pipelines: Unveiling Structural Vulnerabilities in Agentic AI Architectures added by Syntology 2026-08 (from id) SPaDeS-Lab/adversarial-llm-pipeline/tasks/loader.py 8fe9b92168f524b5 ran no licence file found · pointer only
WorkSurface-Bench: Benchmarking Enterprise Agents on Multi-Surface Knowledge Routing added by Syntology 2026-07 (from id) haolpku/WorkSurface-Bench/worksurface/derive_tasks.py 1db4d10fb1273ea4 unverified Apache-2.0 (permissive)
Where Is the Cost of Third-Party API Routers in Agentic Software Development? added by Syntology 2026-07 (from id) Riyasushin/SIDEL/manager/orchestrator.py bac9eb863a9cb9c7 ran no licence file found · pointer only
WorldCupArena: Fine-Grained Evaluation of Language Models and Deep-Research Agents on Football Forecasting added by Syntology 2026-07 (from id) wzk1015/WorldCupArena/src/graders/grade_match.py 8e7158f5b28feeac unverified MIT (permissive)
GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows added by Syntology 2026-04 (from id) open-compass/GTA/agent_app_eval/run_agents.py 3ab02673548e9f4a unverified Apache-2.0 (permissive)
SKILL-INJECT: Measuring Agent Vulnerability to Skill File Attacks added by Syntology 2026-02 (from id) aisa-group/skill-inject/judges/utility_baseline_judge.py 39d3d3516b652e6f unverified MIT (permissive)
SkillOrchestra: Learning to Route Agents via Skill Transfer added by Syntology 2026-02 (from id) jiayuww/SkillOrchestra/skillorchestra/converters/from_stage_router.py fbc7eabf139be7d4 unverified Apache-2.0 (permissive)
LoTa-Bench: Benchmarking Language-oriented Task Planners for Embodied Agents 13 Feb 2024 lbaa2022/LLMTaskPlanning/src/alfred/examine_alfred_data.py 1cf7812afecd6dea ran no licence file found · pointer only
Uncalibrated Models Can Improve Human-AI Collaboration 12 Feb 2022 kailas-v/human-ai-interactions/haiid.py a6b4ca4905abac6d unverified MIT (permissive)
Do Humans Trust Advice More if it Comes from AI? An Analysis of Human-AI Interactions 14 Jul 2021 identical code first harvested elsewhere a6b4ca4905abac6d unverified licence of this copy not recorded

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