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read_text

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

read_text appears in the code Syntology harvested for 29 papers, as 33 distinct code bodies found in 35 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 2 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_text 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 13 of the 33 distinct code bodies named read_text; 20 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
9ran
20unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 13 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

29 papers shown of 29, 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 9 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
RPCBench: A Benchmark for Proactive Premise Critique in LLM-based Recommendation added by Syntology 2026-09 (from id) ZhongruChen/RPCBench/src/step3/_step3_common.py 20fcd0305364bce7 unverified no licence file found · pointer only
Can LLMs Test Terminal User Interfaces? added by Syntology 2026-08 (from id) tui-testing/tuicov/src/tuicov/util.py 59fbe599a8d2d6de ran MIT (permissive)
JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents added by Syntology 2026-07 (from id) LYL1015/JarvisHub/apps/agents-cli/emp_code/scrape/component_card_index.py 2d084296a9ef1d2f ran fingerprinted Apache-2.0 (permissive)
MEMENTO: Memory-Guided Memetic Code-as-Policy Evolution added by Syntology 2026-07 (from id) sygkounas/MEMENTO/MEMENTO/utils.py 57c26356a848e98c ran no licence file found · pointer only
QASM-Eval: A Dataset to Train and Evaluate LLMs on OpenQASM-3 Beyond Quantum Circuits added by Syntology 2026-05 (from id) fuzhenxiao/QASM-Eval/dataset_factory/build_parquet_dataset.py 1162e7f1352ecaac ran no licence file found · pointer only
OS-SPEAR: A Toolkit for the Safety, Performance, Efficiency, and Robustness Analysis of OS Agents added by Syntology 2026-04 (from id) Wuzheng02/OS-SPEAR/report/evaluate.py 4c644a9a6cf99165 ran no licence file found · pointer only
Imagine-then-Plan: Agent Learning from Adaptive Lookahead with World Models added by Syntology 2026-01 (from id) loyiv/ITP/itp/orchestrator.py aa20ac65f6b33d56 ran · our draft was wrong MIT (permissive)
Publishing FAIR and Machine-actionable Reviews in Materials Science: The Case for Symbolic Knowledge in Neuro-symbolic Artificial Intelligence added by Syntology 2026-01 (from id) sciknoworg/ald-ale-orkg-review/llm-experiments/nl_query_generator_csv_onetable.py a1d9b2a4ec83505a unverified Apache-2.0 (permissive)
KnowledgeSmith: Uncovering Knowledge Updating in LLMs with Model Editing and Unlearning added by Syntology 2025-10 (from id) AIFrontierLab/KnowledgeSmith/training/unlearn/baselines/src/utils.py ed81414ea2349a5f unverified no licence file found · pointer only
XiYan-SQL: A Novel Multi-Generator Framework For Text-to-SQL 7 Jul 2025 XGenerationLab/M-Schema/utils.py fe5a7de21a351e05 unverified Apache-2.0 (permissive)
XiYan-SQL: A Novel Multi-Generator Framework For Text-to-SQL 7 Jul 2025 xgenerationlab/xiyan_mcp_server/src/xiyan_mcp_server/utils/file_util.py 83f493000b654a46 unverified Apache-2.0 (permissive)
Program Skeletons for Automated Program Translation 2025-04 (from id) lty12b9b0a1/skel/scripts/evaluation.py 8adb3abddbe5d685 ran · our draft was wrong MIT (permissive)
ReLearn: Unlearning via Learning for Large Language Models 16 Feb 2025 zjunlp/unlearn/baselines/src/utils.py ed81414ea2349a5f unverified MIT (permissive)
Towards LLM Unlearning Resilient to Relearning Attacks: A Sharpness-Aware Minimization Perspective and Beyond 7 Feb 2025 optml-group/unlearn-smooth/MUSE/utils.py e5eddaddc316682b unverified MIT (permissive)
$f$-PO: Generalizing Preference Optimization with $f$-divergence Minimization 29 Oct 2024 minkaixu/fpo/src/api.py c97333aaf3e9d25f unverified MIT (permissive)
Catastrophic Failure of LLM Unlearning via Quantization 21 Oct 2024 zzwjames/FailureLLMUnlearning/utils.py e5eddaddc316682b unverified no licence file found · pointer only
Stabilized Proximal-Point Methods for Federated Optimization 9 Jul 2024 mlolab/s-dane/src/utils.py 4c6787e9e326cb19 ran no licence file found · pointer only
VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model 9 Jul 2024 leexinhao/VideoEval/VidTAB_Zeroshot/vid_prompt_gen.py 31baa455fe73dd62 ran no licence file found · pointer only
VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model 9 Jul 2024 leexinhao/VideoEval/VidTAB_Zeroshot/img_prompt_gen.py 1992dca569248e15 unverified no licence file found · pointer only
ScreenAgent: A Vision Language Model-driven Computer Control Agent 9 Feb 2024 niuzaisheng/ScreenAgent/client/asyncvnc.py 52dc9a4327ee52bd ran licence not identified · pointer only
Advancing Test-Time Adaptation in Wild Acoustic Test Settings 14 Oct 2023 Waffle-Liu/CEA/corpus/CHiME.py 8f95ea6583bad9ea unverified MIT (permissive)
Advancing Test-Time Adaptation in Wild Acoustic Test Settings 14 Oct 2023 Waffle-Liu/CEA/corpus/librispeech.py 0fc0a419d5c391d6 unverified MIT (permissive)
Exploring Sparse MoE in GANs for Text-conditioned Image Synthesis 7 Sep 2023 zhujiapeng/aurora/run_synthesize.py 665e2fc06573f4d0 ran licence not identified · pointer only
SGEM: Test-Time Adaptation for Automatic Speech Recognition via Sequential-Level Generalized Entropy Minimization 3 Jun 2023 drumpt/sgem/corpus/CHiME.py ed861ce6a327e3b5 unverified MIT (permissive)
SGEM: Test-Time Adaptation for Automatic Speech Recognition via Sequential-Level Generalized Entropy Minimization 3 Jun 2023 drumpt/sgem/corpus/librispeech.py 30b97f1aebe60c1d unverified MIT (permissive)
SGEM: Test-Time Adaptation for Automatic Speech Recognition via Sequential-Level Generalized Entropy Minimization 3 Jun 2023 drumpt/sgem/corpus/ted.py 4b1f53425f7a3379 unverified MIT (permissive)
Red Teaming Language Model Detectors with Language Models 31 May 2023 shizhouxing/Attack-LM-Detectors/utils.py c3a40e446ef9f89c unverified BSD-3-Clause (permissive)
You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration 30 Jan 2022 wenbowen123/BundleTrack/lf-net-release/common/io_utils.py e84972e37db0a57a unverified Apache-2.0 (permissive)
The Depth-to-Width Interplay in Self-Attention 22 Jun 2020 uf-hobi-informatics-lab/GatorTron/finetuning/nemo_ner/nemo2bio.py fbf1f4b2112b56ad unverified MIT (permissive)
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders 25 Oct 2019 samirsahoo007/Audio-and-Speech-Processing/preprocess.py 35551a0a794f39cb unverified MIT (permissive)
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders 25 Oct 2019 samirsahoo007/Audio-and-Speech-Processing/preprocess_timit.py a3073fde9ca15c72 unverified MIT (permissive)
Where are the Blobs: Counting by Localization with Point Supervision 25 Jul 2018 ElementAI/LCFCN/src/utils.py 6bb69822b71a0057 unverified Apache-2.0 (permissive)
The emotional arcs of stories are dominated by six basic shapes 24 Jun 2016 andyreagan/core-stories/src/build_csvs.py 86b80cf66abcc8bf ran · our draft was wrong no licence file found · pointer only
Convolutional Neural Networks for Sentence Classification 25 Aug 2014 kh-kim/simple-ntc/classify.py aa2e11b6e900e44a ran · honoured contract fingerprinted no licence file found · pointer only
arXiv:2022.findings-emnlp.137 xlxwalex/FCGEC/model/STG-correction/demo_pipeline.py 273ee7e3a249499d 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