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summarize

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

summarize appears in the code Syntology harvested for 36 papers, as 38 distinct code bodies found in 38 places (a place is one code body under one paper). At least one of them ran in 17 of the papers; 3 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 summarize 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 18 of the 38 distinct code bodies named summarize; 20 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
15ran
20unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 38 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

36 papers shown of 36, newest first; 38 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 20 papers added by Syntology; 3 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
Predictive Likelihood Ratios for Language Model Watermark Detection added by Syntology 2026-09 (from id) MaStatLab/PLRWatermark/code/check_delta_learning.py 030536d64258273e unverified MIT (permissive)
The Irreversibility Budget: Fleet-Level Risk Accounting and Admission Control for Agent Operating Systems added by Syntology 2026-09 (from id) mpi-dsg/irreversibility-budget/sim/bench.py 0bea42f07041d51a unverified MIT (permissive)
A Theory of Finite-Noise Optima and Generalization in Quantum Machine Learning added by Syntology 2026-08 (from id) dongsnaq/Finite-Noise-Generalization-QML/code/plot_figures.py bf0c07b92ddcb985 ran MIT (permissive)
RAD: Rule-Augmented Relational Anomaly Detection added by Syntology 2026-08 (from id) noahd15/RAD_RelationalAnomalyDetection/lanl/run_lanl_six_ablations.py e9da42fee1d55f3a ran no licence file found · pointer only
No Task Fails Every Time: Why One-Shot Audits Are Structurally Blind to Agent Damage added by Syntology 2026-08 (from id) shivenkk/agentrelbench/src/agentrelbench/labeler.py d88835e538dad227 ran Apache-2.0 (permissive)
A Probe Direction Is a Property of Its Prompt added by Syntology 2026-08 (from id) vcnoel/probe-direction/src/eval_awareness_spectral/freq_decomp.py 40f69d5078efb5e3 ran AGPL-3.0 (copyleft) · pointer only
OpenPM: Auditable Point-in-Time Evaluation for LLM Portfolio-Management Agents added by Syntology 2026-08 (from id) aslcai/OpenPM-Bench/agents/feature_validation.py c03077de44bf2a39 ran Apache-2.0 (permissive)
Beyond Top-K: Replacing Black-Box Retrieval with Interpretable Agentic Operations added by Syntology 2026-08 (from id) twospoon/READ/read_eval/provenance.py 6a7e660ff0f3240d ran fingerprinted MIT (permissive)
Geometric Measurements of the Axiom of Choice in Neural Proof Embeddings added by Syntology 2026-06 (from id) rodrgo/geometric-axiom-of-choice/experiments/anomaly_auc_bootstrap.py 647a50dc109d100a ran no licence file found · pointer only
FAPO: Fully Automated Prompt Optimization of Multi-Step LLM Pipelines added by Syntology 2026-06 (from id) cisco-foundation-ai/fully-automated-prompt-optimization/src/hephaestus/analysis/step_attribution.py 1c1c3a0f184a196d ran Apache-2.0 (permissive)
Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa added by Syntology 2026-05 (from id) pritesh-2711/pii-bench/create_evaluation_subset.py 8684c083b2001da7 ran Apache-2.0 (permissive)
Opportunistic Target Selection: Early Directional Commitment for Query-Efficient Black-Box Adversarial Attacks added by Syntology 2026-05 (from id) Tariolle/opportunistic-target-selection/analysis/analyze_oracle_beat.py f765883ce1ccc896 ran MIT (permissive)
Fast and Stable Triangular Inversion for Delta-Rule Linear Transformers added by Syntology 2026-05 (from id) huawei-csl/pto-kernels/.skills/testing-pto-kernels/reference/dynamic_multi_core/a2a3/benchmark.py 7140e33bf7bef21f ran fingerprinted BSD-3-Clause-Clear · pointer only
A Benchmark for Early-stage Parkinson's Disease Detection from Speech added by Syntology 2026-05 (from id) terryyizhongru/B-EarlyPD-Speech/preprocess_scripts/compare_wavs.py aa682e0bdcadde07 ran no licence file found · pointer only
BetaEdit: Null-Space Constrained Sequential Model Editing added by Syntology 2026-05 (from id) lbq8942/BetaEdit/BetaEdit/evals/counterfact.py 4dd1d94c025b582c ran no licence file found · pointer only
BetaEdit: Null-Space Constrained Sequential Model Editing added by Syntology 2026-05 (from id) lbq8942/BetaEdit/BetaEdit/evals/lbqeval.py f6c253651c4634e7 ran no licence file found · pointer only
A Multi-View Media Profiling Suite: Resources, Evaluation, and Analysis added by Syntology 2026-05 (from id) codelucas/newspaper/newspaper/nlp.py 7809cbc4a95980a1 unverified MIT (permissive)
Four-Axis Decision Alignment for Long-Horizon Enterprise AI Agents added by Syntology 2026-04 (from id) vasundras/decision-alignment-long-horizon-agents/pilot/run_pilot.py 02064d48663ddd5d unverified MIT (permissive)
An Existence Proof for Neural Language Models That Can Explain Garden-Path Effects via Surprisal added by Syntology 2026-04 (from id) osekilab/RE-GPE/src/reverse_engineering/aggregate_blimp.py f9a7217d1b729cae unverified no licence file found · pointer only
Generating adversarial inputs for a graph neural network model of AC power flow added by Syntology 2026-02 (from id) Robbybp/pfdelta/evaluate_adversarial_loss.py e4056ac646c29277 unverified MIT (permissive)
Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models added by Syntology 2025-08 (from id) ryehr/Consistency/src/tokenization_consistency/investigation.py b4e26afc7a14e237 unverified MIT (permissive)
Can Modern LLMs Act as Agent Cores in Radiology Environments? 12 Dec 2024 magic-ai4med/radabench/EvalPlat/AutoTB/protocol.py 36c920d5aee9be07 unverified MIT (permissive)
Implementation and Application of an Intelligibility Protocol for Interaction with an LLM 27 Oct 2024 karannb/interact/src/utils.py 5939f41f939a5624 unverified MIT (permissive)
AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models 3 Oct 2024 jianghoucheng/alphaedit/experiments/summarize.py 28017f0785c37c4d unverified MIT (permissive)
Assessing the Security of GitHub Copilot Generated Code -- A Targeted Replication Study 2023-11 (from id) commissarsilver/cvt/pycode_similar.py a89e11279a4b75a7 ran no licence file found · pointer only
Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification 11 Sep 2023 sjames40/adversarial-purification-for-mri/evaluate_modl.py 093d804309b5a998 ran · our draft was wrong fingerprinted no licence file found · pointer only
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models 17 May 2023 bunsenfeng/knowledge_card/pruning.py 94ba717ec9375d06 unverified MIT (permissive)
Diffusion-based Generative Speech Source Separation 31 Oct 2022 fakufaku/diffusion-separation/evaluate.py 3f0ed50b8555a67e ran · our draft was wrong MIT (permissive)
Diffusion-based Generative Speech Source Separation 31 Oct 2022 fakufaku/diffusion-separation/evaluate.py 0186314b1cbf6dc5 unverified MIT (permissive)
Can large language models reason about medical questions? 17 Jul 2022 vlievin/medical-reasoning/medical_reasoning/datasets/stats.py 58f5668b6dbca399 unverified Apache-2.0 (permissive)
Universal Speech Enhancement with Score-based Diffusion 7 Jun 2022 line/open-universe/open_universe/bin/eval_metrics.py fc7210125c834983 ran · our draft was wrong Apache-2.0 (permissive)
YOLACT++: Better Real-time Instance Segmentation 3 Dec 2019 bihanli/yolactBH/run_coco_eval.py 2f9a6d5ca1bc906a unverified MIT (permissive)
Unsupervised State Representation Learning in Atari 19 Jun 2019 mengli11235/mst_dim/visualize.py 8c0759e56e428dd0 unverified MIT (permissive)
Scene Graph Generation by Iterative Message Passing 10 Jan 2017 joshuafeinglass/vl-detector-eval/detector_benchmark/modified_coco_eval_summarize.py d206668e99641ddb unverified MIT (permissive)
Variations of the Similarity Function of TextRank for Automated Summarization 11 Feb 2016 summanlp/textrank/summa/summarizer.py ecc34edea14228d3 unverified MIT (permissive)
arXiv:aaai_32078 YifanZhang-git/SKAPP/src/evaluate.py f4e3ad40031b9bb8 unverified MIT (permissive)
arXiv:Zeng_Visual-Oriented_Fine-Grained_Knowledge_Editing_for_MultiModal_Large_Language_Models_ICCV_2025_paper zeng-zhen/FGVEdit/edit_IKE.py a9262ed351cea977 unverified MIT (permissive)
arXiv:2024.acl-long.732 wchrepo/mulfe/evaluation/summary.py 0a07c4044685d84b 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