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extract_solution

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

extract_solution appears in the code Syntology harvested for 15 papers, as 15 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 3 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 extract_solution 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 3 of the 15 distinct code bodies named extract_solution; 12 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
1ran
12unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 17 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

15 papers shown of 15, newest first; 17 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 7 papers added by Syntology; 2 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
STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability added by Syntology 2026-06 (from id) hp-luo/STARE/verl/utils/reward_score/math_stare.py d138cde65a9c4401 ran fingerprinted Apache-2.0 (permissive)
When Domains Interact: Asymmetric and Order-Sensitive Cross-Domain Effects in Reinforcement Learning for Reasoning added by Syntology 2026-02 (from id) uservan/cross_domain/verify/score/gsm8k.py 871a5c13b3f8cedb unverified no licence file found · pointer only
When Domains Interact: Asymmetric and Order-Sensitive Cross-Domain Effects in Reinforcement Learning for Reasoning added by Syntology 2026-02 (from id) uservan/cross_domain/verify/score/kk.py c39f94fe0e1c8d31 unverified no licence file found · pointer only
Demystifying Design Choices of Reinforcement Fine-tuning: A Batched Contextual Bandit Learning Perspective added by Syntology 2026-01 (from id) tt725/Bandit-Reinforcement-Fine-tuning/Dataset/gsm8k/gsm8k.py e4128a6f1b0585bc unverified no licence file found · pointer only
ETS: Energy-Guided Test-Time Scaling for Training-Free RL Alignment added by Syntology 2026-01 (from id) sheriyuo/ETS/llada/gsm8k.py dd675dbd0c1a342e unverified no licence file found · pointer only
DARC: Decoupled Asymmetric Reasoning Curriculum for LLM Evolution added by Syntology 2026-01 (from id) RUCBM/DARC/evaluation/eval_bbeh.py 6bc689c85ae67da6 unverified no licence file found · pointer only
DARC: Decoupled Asymmetric Reasoning Curriculum for LLM Evolution added by Syntology 2026-01 (from id) RUCBM/DARC/evaluation/eval_gpqa_diamond.py 1e94715d7a846945 unverified no licence file found · pointer only
EvolveR: Self-Evolving LLM Agents through an Experience-Driven Lifecycle added by Syntology 2025-10 (from id) Edaizi/EvolveR/evolver/rewards/reward_outcome.py 34d7767e8b83b614 unverified MIT (permissive)
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards added by Syntology 2025-10 (from id) TencentBAC/ReSeek/verl/utils/reward_score/reseek_regex.py 8c333eb8c4df0dee ran · our draft was wrong fingerprinted no licence file found · pointer only
How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison 17 Jun 2025 Alice1998/Test-time-Learning/cumulative_setting/dynamic_cheatsheet/utils/extractor.py c24f96833221b2b2 unverified no licence file found · pointer only
Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models 2 Jun 2025 yuleiqin/raif/openrlhf/trainer/ppo_utils/complex_scoring.py 6ef992e42dcc5d8c ran · our draft was wrong fingerprinted licence not identified · pointer only
Do Theory of Mind Benchmarks Need Explicit Human-like Reasoning in Language Models? 2 Apr 2025 bigai-ai/ToM-RL/verl/utils/reward_score/explore_tom.py 1f0645c6a0d2044e unverified MIT (permissive)
CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models 28 Mar 2025 lzhxmu/cppo/cppo_verl/recipe/cppo/precess_gsm8k.py e4128a6f1b0585bc unverified Apache-2.0 (permissive)
Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning 20 Feb 2025 Unakar/Logic-RL/eval_kk/compute_score.py b870fd9007fabd94 unverified Apache-2.0 (permissive)
Stress-Testing Capability Elicitation With Password-Locked Models 29 May 2024 FabienRoger/sandbagging/sandbagging/code_data.py 4f20cd4e4d054fc6 unverified no licence file found · pointer only
arXiv:openreview_BamDfCP5R3 KnowledgeXLab/EvolveR/evolver/rewards/reward_outcome.py 34d7767e8b83b614 unverified MIT (permissive)
arXiv:2025.findings-emnlp.1015 fzp0424/MT-R1-Zero/eval/vllm_inference.py 5bf05fe925349cb0 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".

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