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load_result

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

load_result appears in the code Syntology harvested for 16 papers, as 17 distinct code bodies found in 18 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 load_result 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 7 of the 17 distinct code bodies named load_result; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
3ran
10unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 18 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; 18 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; 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
Codebook Agent: Amortized Topology Design for LLM Multi-Agent Systems added by Syntology 2026-09 (from id) jinxiy1104/CodebookAgent/experiments/run_gsm8k.py f56ba650da6274d1 unverified no licence file found · pointer only
Codebook Agent: Amortized Topology Design for LLM Multi-Agent Systems added by Syntology 2026-09 (from id) jinxiy1104/CodebookAgent/experiments/run_math.py bcde03579f1c0bee unverified no licence file found · pointer only
Codebook Agent: Amortized Topology Design for LLM Multi-Agent Systems added by Syntology 2026-09 (from id) jinxiy1104/CodebookAgent/experiments/run_mmlu.py ea6dc23b572af8d8 unverified no licence file found · pointer only
Benchmarking Multimodal Large Language Models for Scientific Visualization Literacy added by Syntology 2026-07 (from id) patdmp/mllm-scivis-lit-benchmark/src/evaluate.py 976e8ac2f2a36a13 ran licence not identified · pointer only
Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa added by Syntology 2026-05 (from id) pritesh-2711/pii-bench/analyze_full_test_comparison.py 74f51b209e69852e ran Apache-2.0 (permissive)
SEMPIPES -Optimizable Semantic Data Operators for Tabular Machine Learning Pipelines added by Syntology 2026-02 (from id) noahho/CAAFE/caafe/evaluate.py 29bb04a164941e13 unverified licence not identified · pointer only
MasRouter: Learning to Route LLMs for Multi-Agent Systems 16 Feb 2025 yanweiyue/masrouter/Experiments/run_gsm8k.py bcde03579f1c0bee unverified Apache-2.0 (permissive)
WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines 16 Oct 2024 worldcuisines/worldcuisines/evaluation/score/score.py d2fb3f56c8a5c3b4 unverified Apache-2.0 (permissive)
ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains 13 Oct 2024 dmis-lab/chroknowledge/sources/process.py 8b2d62b047d63fa4 unverified no licence file found · pointer only
Decoding Decoded: Understanding Hyperparameter Effects in Open-Ended Text Generation 8 Oct 2024 yecanlee/decoding-decoded/utils/compute_diversity.py b38f1bc3e3fa73b1 ran · our draft was wrong MIT (permissive)
TAXI: Evaluating Categorical Knowledge Editing for Language Models 23 Apr 2024 derekpowell/taxi/benchmark.py 108f10fc0bb72b90 unverified MIT (permissive)
Language Agents as Optimizable Graphs 26 Feb 2024 metauto-ai/gptswarm/experiments/run_humaneval.py 2dd39bccea7e9386 ran MIT (permissive)
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval 3 Feb 2024 nju-websoft/epr-kgqa/NSM_H/integrate_results.py e96dad361f1ffebc unverified Apache-2.0 (permissive)
Contrastive Search Is What You Need For Neural Text Generation 25 Oct 2022 YecanLee/Adaptive-Contrastive-Search/measure_coherence.py 65983de78a3eea7d ran · our draft was wrong MIT (permissive)
Efficient Planning in a Compact Latent Action Space 22 Aug 2022 ZhengyaoJiang/latentplan/plotting/read_results.py 9a6f4af7dbd0084d ran · our draft was wrong MIT (permissive)
Quantum autoencoders with enhanced data encoding 2020-10 (from id) Quantum-TII/qibo/src/qibo/result.py 247a0a010ba1ded1 unverified Apache-2.0 (permissive)
An Evaluation of Change Point Detection Algorithms 13 Mar 2020 alan-turing-institute/TCPD/utils/plot_dataset.py e760a298613383f4 ran · our draft was wrong MIT (permissive)
arXiv:ijcai2025_0843 wason981/Frequency-Fingerprinting/utils.py 7ef4c01a7b99198e 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".

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