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extract_numbers

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

extract_numbers appears in the code Syntology harvested for 14 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 5 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_numbers 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 5 of the 14 distinct code bodies named extract_numbers; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
3ran
9unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 14 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

14 papers shown of 14, newest first; 14 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 4 papers added by Syntology. 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
SpeakPay: Domain-Adaptive LoRA Fine-Tuning of Whisper for Low-Resource Nepali Financial Speech Recognition added by Syntology 2026-09 (from id) subedibiraj/speakpay/analysis/error_analysis.py c3758f401073ef17 unverified licence not identified · pointer only
RETLLM: Training and Data-Free MLLMs for Multimodal Information Retrieval added by Syntology 2026-02 (from id) alivecat05/RETLLM/Codes/Qwen2_vl.py 22d6dd835992f7a4 unverified Apache-2.0 (permissive)
Bikelution: Federated Gradient-Boosting for Scalable Shared Micro-Mobility Demand Forecasting added by Syntology 2026-02 (from id) DataStories-UniPi/Bikelution/src/helper.py 6fe2cb3e21d73171 unverified GPL-3.0 (copyleft) · pointer only
Efficient Causal Structure Learning via Modular Subgraph Integration added by Syntology 2026-01 (from id) Pedro-Tian/causal-dag/dcilp/submit_slurmjobs.py abe383ca180df4dc unverified no licence file found · pointer only
MathArena: Evaluating LLMs on Uncontaminated Math Competitions 29 May 2025 eth-sri/matharena/src/matharena/grader.py 811a3d879ce72f27 unverified MIT (permissive)
Visual Text Processing: A Comprehensive Review and Unified Evaluation 30 Apr 2025 shuyansy/visual-text-processing-survey/VTP_Bench/DID/get_did_scores.py a96bc131a3e39158 ran · honoured contract fingerprinted no licence file found · pointer only
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration 20 Feb 2025 Indolent-Kawhi/EAGER-LLM/src/evaluate.py fdaba9b1c31749ae unverified Apache-2.0 (permissive)
GOFA: A Generative One-For-All Model for Joint Graph Language Modeling 12 Jul 2024 jiaruifeng/gofa/utils.py 03b3e38ed24cd3b1 ran fingerprinted MIT (permissive)
Bootstrapping Language Models with DPO Implicit Rewards 14 Jun 2024 sail-sg/dice/self_alignment/utils/eval_util.py d9accffd5c3b9c10 unverified MIT (permissive)
HYDRA: Model Factorization Framework for Black-Box LLM Personalization 5 Jun 2024 night-chen/HYDRA/metrics/classification_metrics.py 128a6ca41173c482 ran fingerprinted no licence file found · pointer only
VisionGraph: Leveraging Large Multimodal Models for Graph Theory Problems in Visual Context 8 May 2024 hitsz-tmg/visiongraph/Evaluate/Evaluate_LLaVA*.py 49644adf394cafdd ran fingerprinted no licence file found · pointer only
Common 7B Language Models Already Possess Strong Math Capabilities 7 Mar 2024 jerrywu-code/susgen/eval/code/eval_finqa.py 72dfc5e9d73fa763 unverified MIT (permissive)
EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers 15 Sep 2023 beeevita/EvoPrompt/evoluter.py 76fda09860d6a6ba ran · honoured contract fingerprinted MIT (permissive)
Multi-Instance Multi-Label Learning Networks for Aspect-Category Sentiment Analysis 6 Oct 2020 l294265421/AC-MIMLLN/nlp_tasks/utils/attention_visualizer.py 8d4b830e0a2257bb 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