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read_results

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

read_results appears in the code Syntology harvested for 19 papers, as 18 distinct code bodies found in 23 places (a place is one code body under one paper). At least one of them ran in 8 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 read_results 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 8 of the 18 distinct code bodies named read_results; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
6ran
10unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 23 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

19 papers shown of 19, newest first; 23 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 1 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
Matching Meaning at Scale: Evaluating Semantic Search for 18th-Century Intellectual History through the Case of Locke added by Syntology 2026-05 (from id) TurkuNLP/semantic-sim/plot.py cc60092f64f71a73 ran Apache-2.0 (permissive)
Parallel Speculative Decoding with Adaptive Draft Length 13 Aug 2024 smart-lty/ParallelSpeculativeDecoding/benchmark/eval_mgsm.py fcb64b361ddd54aa ran no licence file found · pointer only
Parallel Speculative Decoding with Adaptive Draft Length 13 Aug 2024 smart-lty/ParallelSpeculativeDecoding/benchmark/eval_mt_bench.py 9c206ca20df50d10 ran no licence file found · pointer only
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets 10 Jun 2024 Networks-Learning/controlling-counterfactual-harm-prediction-sets/plotters/post_process_results.py 3311d2ae356fee19 ran no licence file found · pointer only
Reconciling Spatial and Temporal Abstractions for Goal Representation 18 Jan 2024 cosynus-lix/STAR/plotting.py edc704754c53dba1 unverified no licence file found · pointer only
Grimoire is All You Need for Enhancing Large Language Models 7 Jan 2024 iaar-shanghai/grimoire/analyst.py 2d8e7193d8cbfea4 ran Apache-2.0 (permissive)
NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions 14 Mar 2023 mlpgroup/nl4opt-eq-generation/read_results.py 5997a198542ccaa4 unverified MIT recorded; this copy not marked cleared · pointer only
Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks 11 Jan 2023 pkicki/cnp-b/plots_and_stats/plot_air_hockey_hitting_simulation.py 3228a3e8730d5ce2 unverified MIT (permissive)
Transformer Language Models without Positional Encodings Still Learn Positional Information 30 Mar 2022 adihaviv/nopos/nopos_experiments/probe_generator/probe_generator_exp_analyser.py 46241bdef17fae0a unverified MIT recorded; this copy not marked cleared · pointer only
Transformer Language Models without Positional Encodings Still Learn Positional Information 30 Mar 2022 adihaviv/nopos/nopos_experiments/shuffle_wikitext/shuffle_exp_analyser.py f973bb8b0e78c3ab unverified MIT recorded; this copy not marked cleared · pointer only
StrongSORT: Make DeepSORT Great Again 28 Feb 2022 goksenin-uav/strongsort-pip/strongsort/io.py 1958a4fce355d7a6 unverified MIT (permissive)
A Bilingual, OpenWorld Video Text Dataset and End-to-end Video Text Spotter with Transformer 9 Dec 2021 weijiawu/BOVText-Benchmark/Evaluation_Protocol/Task1_VideoTextTracking/tracking_utils/io.py 3b4276dfe539afa3 ran CC-BY-4.0 · pointer only
Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning 15 Oct 2021 ljaiverson/pfl-apple/plot_results.py 5adccbc662722d6a ran · our draft was wrong MIT (permissive)
Linear Semantics in Generative Adversarial Networks 1 Apr 2021 AtlantixJJ/LinearGAN/evaluate.py a4df817ebb088365 unverified MIT (permissive)
Rethinking the competition between detection and ReID in Multi-Object Tracking 23 Oct 2020 Zhongdao/Towards-Realtime-MOT/utils/io.py 1958a4fce355d7a6 unverified MIT (permissive)
YOLOv4: Optimal Speed and Accuracy of Object Detection 23 Apr 2020 JisuHann/MEME-Tracking/deep_sort_pytorch/utils/io.py 1958a4fce355d7a6 unverified MIT (permissive)
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking 4 Apr 2020 harsh2912/people-tracking/src/lib/tracking_utils/io.py 1958a4fce355d7a6 unverified MIT (permissive)
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking 4 Apr 2020 zengwbz/Face-Tracking-usingFairMOT/src/lib/tracking_utils/io.py 06869f0ca6ac6c89 unverified MIT (permissive)
AnomalyDAE: Dual autoencoder for anomaly detection on attributed networks 10 Feb 2020 haoyfan/AnomalyDAE/src/utils.py 15b42e9e4ecb7c9e unverified MIT (permissive)
Towards Real-Time Multi-Object Tracking 27 Sep 2019 bellekci/Towards-Realtime-MOT-windows-py37/utils/io.py 1958a4fce355d7a6 unverified MIT (permissive)
Towards Real-Time Multi-Object Tracking 27 Sep 2019 LKLQQ/JDE/src/io.py 73a4841a44752305 unverified Apache-2.0 (permissive)
An Adaptive Parareal Algorithm 2019-09 (from id) olga-mula/parareal-adaptive/study_performance.py df03a964fb1b17f2 ran · honoured contract GPL-3.0 (copyleft) · pointer only
arXiv:ijcai2022_0301 ljaiverson/pFL-APPLE/plot_results.py 5adccbc662722d6a ran · our draft was wrong 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