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extract_python_code

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

extract_python_code appears in the code Syntology harvested for 17 papers, as 21 distinct code bodies found in 21 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 9 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 extract_python_code 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 9 of the 21 distinct code bodies named extract_python_code; 12 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
6ran
12unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 21 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

17 papers shown of 17, newest first; 21 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 8 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
A Practical Investigation of Training-free Relaxed Speculative Decoding added by Syntology 2026-07 (from id) graphcore-research/relaxed-spec-dec-repro/src/ens_spec_dec/tasks/_code.py a4c84d086f4d57e8 unverified no licence file found · pointer only
EVOM: Agentic Meta-Evolution of Actor-Critic Architectures for Reinforcement Learning added by Syntology 2026-06 (from id) xiaofangxd/EVOM/evom.py 6e56c2f976486e74 ran · our draft was wrong fingerprinted no licence file found · pointer only
Internalizing Geometric Law: Learning from Solver Residuals for Precision-Critical Generation added by Syntology 2026-06 (from id) Huawei-AI4Math/PyGeoX/model_testing/PyGeoX-Wild/image.py a9b5bac7fe4d7d84 ran fingerprinted MIT (permissive)
Internalizing Geometric Law: Learning from Solver Residuals for Precision-Critical Generation added by Syntology 2026-06 (from id) Huawei-AI4Math/PyGeoX/model_testing/PyGeoX-Wild/generate.py 10b22e52ac7138d8 unverified MIT (permissive)
TARPO: Token-Wise Latent-Explicit Reasoning via Action-Routing Policy Optimization added by Syntology 2026-06 (from id) NKU-LITI/TARPO-master/eval_tharp_humaneval_avg.py 6cad710a9cef59bc ran fingerprinted no licence file found · pointer only
REPOT: Recoverable Program-of-Thought via Checkpoint Repair * added by Syntology 2026-05 (from id) parsa-mz/RePot/repot/agents/repot/agent.py c75f985348c28391 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling added by Syntology 2026-04 (from id) CHIANGEL/Agora-Opt/code/Agora-Opt/src/debate_memory/generate_with_memory.py 0d68281fa7da95c0 ran fingerprinted no licence file found · pointer only
Navigating Large-Scale Document Collections: MuDABench for Multi-Document Analytical QA added by Syntology 2026-04 (from id) Zhanli-Li/MuDABench/agent/agent_runner.py 41d7561067299007 unverified Apache-2.0 (permissive)
Fast and Accurate Causal Parallel Decoding using Jacobi Forcing FAST AND ACCURATE CAUSAL PARALLEL DECODING USING JACOBI FORCING added by Syntology 2025-12 (from id) hao-ai-lab/JacobiForcing/JacobiForcing/ar_inference_baseline.py f650a566b3a44b39 unverified Apache-2.0 (permissive)
Fast and Accurate Causal Parallel Decoding using Jacobi Forcing FAST AND ACCURATE CAUSAL PARALLEL DECODING USING JACOBI FORCING added by Syntology 2025-12 (from id) hao-ai-lab/JacobiForcing/JacobiForcing/jacobi_forcing_inference_MR_humaneval.py f30e3943ccb923f5 unverified Apache-2.0 (permissive)
Fast and Accurate Causal Parallel Decoding using Jacobi Forcing FAST AND ACCURATE CAUSAL PARALLEL DECODING USING JACOBI FORCING added by Syntology 2025-12 (from id) hao-ai-lab/JacobiForcing/JacobiForcing/jacobi_forcing_inference_MR_humaneval_config_grid_search.py 935fb30ac04be7c7 unverified Apache-2.0 (permissive)
QuestA: Expanding Reasoning Capacity in LLMs via Question Augmentation 17 Jul 2025 foreverlasting1202/QuestA/AReaL/evaluation/code_eval.py 446ea191616b9ed9 unverified no licence file found · pointer only
LocationReasoner: Evaluating LLMs on Real-World Site Selection Reasoning 16 Jun 2025 miho-koda/LocationReasoner/code/core/router.py 474e1d327bf447c9 unverified no licence file found · pointer only
Measuring General Intelligence with Generated Games 12 May 2025 vivek3141/gg-bench/gg_bench/utils/markdown.py 5555027230c54cd2 unverified MIT (permissive)
Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models 10 Oct 2024 sallytan13/teaching-inspired-prompting/tip_prompt/utils/calcu_python_util.py 8c5837fd82df0bd2 ran fingerprinted no licence file found · pointer only
MedCalc-Bench: Evaluating Large Language Models for Medical Calculations 17 Jun 2024 ncbi-nlp/medcalc-bench/evaluation/generate_code_prompt.py dd634356035bea9f ran · our draft was wrong fingerprinted no licence file found · pointer only
Tapilot-Crossing: Benchmarking and Evolving LLMs Towards Interactive Data Analysis Agents 8 Mar 2024 tapilot-crossing/tapilot_code/postprocessing/combine_code_gen_COT.py 7289a9d629da016d ran fingerprinted MIT (permissive)
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence 25 Jan 2024 deepseek-ai/DeepSeek-Coder/Evaluation/LeetCode/evaluate_leetcode.py f2508ea408193905 ran fingerprinted MIT (permissive)
ChatGPT for Robotics: Design Principles and Model Abilities 20 Feb 2023 microsoft/promptcraft-robotics/chatgpt_airsim/chatgpt_airsim.py 706579426a241b5e unverified MIT (permissive)
arXiv:openreview_QrC8OgQyOI viiika/Prism/Dream/Dream_Prism/metrics/humaneval_eval.py a8c290638876d80f unverified Apache-2.0 (permissive)
arXiv:openreview_QrC8OgQyOI viiika/Prism/Dream/Dream_Prism/metrics/mbpp_eval.py 0277fc79c30ff9ce 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