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call_llm

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

call_llm appears in the code Syntology harvested for 14 papers, as 15 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 7 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 call_llm 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 6 of the 15 distinct code bodies named call_llm; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
3ran
9unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 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

14 papers shown of 14, 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 11 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
Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs added by Syntology 2026-09 (from id) yuntian-group/cdsep/cdsep/providers.py 809e9f49f28a6edb unverified MIT (permissive)
SciMIF: Understanding Multimodal Instruction Following in Scientific Domains added by Syntology 2026-08 (from id) shenye7436/SciMIF/data_construction.py 35ba0bc7a58f7218 ran · our draft was wrong no licence file found · pointer only
Gaming Without an Attacker: Benchmark Fingerprinting in LLM-Driven Search Under Selection Pressure added by Syntology 2026-08 (from id) vicgalle/kernel-fingerprinting/metal_zk/llm.py f740470510a7fa9e ran MIT (permissive)
StepJack: Benchmarking Computer-Use Agent Safety Against Multi-Step Indirect Prompt Injection added by Syntology 2026-08 (from id) BorealisAI/StepJack/auto_decomp/iterative_refinement.py db78ed8a3233ab84 unverified GPL-3.0 (copyleft) · pointer only
ISM: Self-Improving Strategy Memory for Continual Mathematical Reasoning added by Syntology 2026-06 (from id) pdx97/ISM/feature_extractor_llm.py eb146e366a08a7c5 ran MIT (permissive)
EVOM: Agentic Meta-Evolution of Actor-Critic Architectures for Reinforcement Learning added by Syntology 2026-06 (from id) xiaofangxd/EVOM/evom.py 82e34fa3d741ddb4 unverified no licence file found · pointer only
Falkor-IRAC: Graph-Constrained Generation for Verified Legal Reasoning in Indian Judicial AI added by Syntology 2026-05 (from id) joyboseroy/falkor-irac/ingestion/irac_parser.py c222c3061de78f7f unverified MIT (permissive)
Falkor-IRAC: Graph-Constrained Generation for Verified Legal Reasoning in Indian Judicial AI added by Syntology 2026-05 (from id) joyboseroy/falkor-irac/agents/orchestrator.py 46783c92264f8631 unverified MIT (permissive)
Metal-Sci: A Scientific Compute Benchmark for Evolutionary LLM Kernel Search on Apple Silicon added by Syntology 2026-05 (from id) vicgalle/metal-sci-kernels/metal_kernels/llm.py f740470510a7fa9e ran no licence file found · pointer only
SafeRedirect: Defeating Internal Safety Collapse via Task-Completion Redirection in Frontier LLMs added by Syntology 2026-04 (from id) fzjcdt/SafeRedirect/run_safe_redirect.py c01d2fbac2241f4f ran · our draft was wrong no licence file found · pointer only
HACHIMI: Scalable and Controllable Student Persona Generation via Orchestrated Agents added by Syntology 2026-03 (from id) ZeroLoss-Lab/HACHIMI/app_for_GPT4.1.py abf2fd85dc0391da unverified MIT (permissive)
Locomo-Plus: Beyond-Factual Cognitive Memory Evaluation Framework for LLM Agents added by Syntology 2026-02 (from id) xjtuleeyf/Locomo-Plus/evaluation_framework/task_eval/llm_as_judge.py 5c5765a0c9007c76 ran no licence file found · pointer only
WebSailor: Navigating Super-human Reasoning for Web Agent 3 Jul 2025 alibaba-nlp/webagent/WebAgent/NestBrowse/utils.py cc601f60e63e7a5c unverified Apache-2.0 (permissive)
WebSailor: Navigating Super-human Reasoning for Web Agent 3 Jul 2025 alibaba-nlp/webagent/WebAgent/ParallelMuse/functionality_specified_partial_rollout.py ffcb6da25872786e unverified Apache-2.0 (permissive)
Retrieval-Augmented Generation with Conflicting Evidence 17 Apr 2025 hannight/ramdocs/run_madam_rag.py 2d6010580b048050 ran · our draft was wrong MIT (permissive)
Self-collaboration Code Generation via ChatGPT 2023-04 (from id) YihongDong/Self-collaboration-Code-Generation/core/backend.py 6b210bdeeae33ffc 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