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read

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

read appears in the code Syntology harvested for 34 papers, as 31 distinct code bodies found in 35 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 read 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 31 distinct code bodies named read; 23 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
6ran
23unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 35 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

34 papers shown of 34, newest first; 35 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 5 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
Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning added by Syntology 2026-09 (from id) SalesforceAIResearch/Random-Attention/figures/plot_throughput.py 94c268f7736d16d7 unverified Apache-2.0 (permissive)
Shortcut Before Circuit: Document Statistics Time In-Context Conflict Resolution added by Syntology 2026-08 (from id) lyj20071013/Shortcut-Before-Circuit/fig_traj.py d3e77f4daa41f29e unverified Apache-2.0 (permissive)
FIFA World Cup 2026 as a Contamination-Free Benchmark for LLM Forecasting Agents: Four Models, a Bookmaker, and 104 Matches added by Syntology 2026-07 (from id) graphuofm/FIFA2026LLM/src/build_dataset.py e8469856b83f0bf2 unverified licence not identified · pointer only
Event-Conditioned Diagnostics of Kinematic, Contact, and Object-Permanence Structure in Passive Object-State World Models added by Syntology 2026-06 (from id) lysea8282/event-conditioned-world-model-diagnostics/src/figures/generate_figure1_three_seed_release.py eed96e37da48d1d3 ran licence not identified · pointer only
SPA: A Simple but Tough-to-Beat Baseline for Knowledge Injection added by Syntology 2026-03 (from id) Tangkexian/SPA/src/utils_tools/python_utils.py 0cc00af6d58514f4 unverified no licence file found · pointer only
MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks 18 May 2025 HAIRLAB/Pre_Surv_COVID_19/utils.py bd1a6c1715adc6c4 unverified MIT (permissive)
Benchmarking Quantum Reinforcement Learning 27 Jan 2025 nicomeyer96/qrl-benchmark/plot/helper.py 660585294c4932c4 unverified Apache-2.0 (permissive)
Commit0: Library Generation from Scratch 2 Dec 2024 commit-0/commit0/commit0/harness/get_pytest_ids.py ca3d74fec5f16d07 unverified MIT (permissive)
SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models 9 Nov 2024 jinghan1he/SEEKR/show_results.py 6e4c7308dedfbfb6 unverified Apache-2.0 (permissive)
Synthetic continued pretraining 11 Sep 2024 zitongyang/synthetic_continued_pretraining/utils/python_utils.py 0cc00af6d58514f4 unverified Apache-2.0 (permissive)
VoCo: A Simple-yet-Effective Volume Contrastive Learning Framework for 3D Medical Image Analysis 27 Feb 2024 luffy03/voco/Finetune/AbdomenAtlas/check.py d78a609520e9a2b5 unverified Apache-2.0 (permissive)
Contextualization Distillation from Large Language Model for Knowledge Graph Completion 28 Jan 2024 David-Li0406/Contextulization-Distillation/CSProm-KG/helper.py d619daabb614dbe4 ran no licence file found · pointer only
Contextualization Distillation from Large Language Model for Knowledge Graph Completion 28 Jan 2024 David-Li0406/Contextulization-Distillation/KG-S2S/helper.py e1214bdb8f4557e4 ran no licence file found · pointer only
Geometrically-driven Aggregation for Zero-shot 3D Point Cloud Understanding 4 Dec 2023 gfmei/GeoZe/demo/pack_space.py 2b8321b24e059be4 unverified no licence file found · pointer only
Optimized Tokenization for Transcribed Error Correction 16 Oct 2023 google/sentencepiece/lite/amalgamate.py d5534ccd264ea291 ran Apache-2.0 (permissive)
Constructing and Compressing Global Moment Descriptors from Local Atomic Environments 2023-10 (from id) atomisticnet/aenet-python/src/aenet/config.py c042c53db62e2b46 ran MPL-2.0 (copyleft) · pointer only
FFCV: Accelerating Training by Removing Data Bottlenecks 21 Jun 2023 libffcv/ffcv/ffcv/libffcv.py d0961aca2f9c9628 unverified Apache-2.0 (permissive)
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search 18 Jun 2022 thumnlab/nas-bench-graph/nas-bench-graph/readbench.py 233f072e68a2d75c ran · our draft was wrong Apache-2.0 (permissive)
IFRNet: Intermediate Feature Refine Network for Efficient Frame Interpolation 29 May 2022 ltkong218/IFRNet/utils.py bbbedcca6e1544a7 unverified MIT (permissive)
Cross-Lingual Phrase Retrieval 19 Apr 2022 artetxem/vecmap/map_embeddings.py f44faa56f13d969d ran GPL-3.0 (copyleft) · pointer only
Subword Mapping and Anchoring across Languages 9 Sep 2021 georgevern/smala/extract_alignments.py 781409d243fb95c0 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Fourier Contour Embedding for Arbitrary-Shaped Text Detection 21 Apr 2021 zhiminzhang0830/FCENet_Paddle/PPOCRLabel/PPOCRLabel.py 14b9c019942ef1b5 unverified Apache-2.0 (permissive)
PP-OCR: A Practical Ultra Lightweight OCR System 21 Sep 2020 Mushroomcat9998/PaddleOCR/PPOCRLabel/PPOCRLabel.py 14b9c019942ef1b5 unverified Apache-2.0 (permissive)
RobustScanner: Dynamically Enhancing Positional Clues for Robust Text Recognition 15 Jul 2020 smilelite/RobustScanner.paddle/PPOCRLabel/PPOCRLabel.py 14b9c019942ef1b5 unverified Apache-2.0 (permissive)
Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings 2 Jun 2020 TimeTraveller-San/RAN-Debias/src/combine.py 16667359f4cb8fda unverified MIT (permissive)
SuperGlue: Learning Feature Matching with Graph Neural Networks 26 Nov 2019 nodarsensor/medium-keypoint-autocal/keypoint_utils.py 29dea47dffb92051 unverified MIT (permissive)
Semi-Supervised Learning by Augmented Distribution Alignment 20 May 2019 qinenergy/adanet/convlarge/dataset_utils.py 643612c2c781c32d unverified MIT (permissive)
Learning What and Where to Transfer 15 May 2019 alinlab/L2T-ww/cub200.py 0df0022a8f219eba unverified MIT (permissive)
Compressed Sensing: From Research to Clinical Practice with Data-Driven Learning 19 Mar 2019 MRSRL/dl-cs/utils/cfl.py 07bd7b2d312db7f7 unverified MIT (permissive)
PDDLStream: Integrating Symbolic Planners and Blackbox Samplers via Optimistic Adaptive Planning 23 Feb 2018 jingxixu/pddlstream/pddlstream/utils.py 37d549f907d5280f unverified MIT (permissive)
Modeling Relational Data with Graph Convolutional Networks 17 Mar 2017 MichSchli/RelationPrediction/code/common/settings_reader.py aecde0e9a66b3279 unverified MIT (permissive)
Very Deep Convolutional Networks for Large-Scale Image Recognition 4 Sep 2014 vwegn/dm/flow_IO.py 5fb26ab710fd8916 unverified MIT (permissive)
arXiv:aaai_26777 heartexlabs/labelImg/labelImg.py d75e03da58918322 unverified MIT (permissive)
arXiv:aaai_17874 hbaniecki/Pre-Surv-COVID-19/utils.py bd1a6c1715adc6c4 unverified MIT (permissive)
arXiv:aaai_17676 thunlp/AdversarialTaboo/chat_utils.py d437a851d9ff39a1 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