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process_text

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

process_text appears in the code Syntology harvested for 21 papers, as 23 distinct code bodies found in 24 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 7 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 process_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 11 of the 23 distinct code bodies named process_text; 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
9ran
12unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 24 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

21 papers shown of 21, newest first; 24 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; 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
Leveraging External Knowledge for Historical Document Restoration via Retrieval-Augmented Large Language Models added by Syntology 2026-07 (from id) EvelynKimm/ARI/src/data_preprocessing/utils.py ce507b21d8786f36 ran fingerprinted no licence file found · pointer only
CzechDocs: A Multiway Parallel Dataset of Formatted Documents for Minority Languages in Czechia added by Syntology 2026-06 (from id) cepin19/CzechDocs/remove_tags.py efa71763355ca226 ran no licence file found · pointer only
Enhancing LLM Metacognition via Cognitive Pairwise Training added by Syntology 2026-06 (from id) Tsinghua-dhy/CPT/data_construction/1_rollout/rollout.py 13430c1445a0990c ran Apache-2.0 (permissive)
Enhancing LLM Metacognition via Cognitive Pairwise Training added by Syntology 2026-06 (from id) Tsinghua-dhy/CPT/eval/math/eval_math.py 7f580ad4df20e7bd ran Apache-2.0 (permissive)
Enhancing LLM Metacognition via Cognitive Pairwise Training added by Syntology 2026-06 (from id) Tsinghua-dhy/CPT/eval/rag/eval_rag_conflicts.py ba60eead339e8791 unverified Apache-2.0 (permissive)
Multimodal Generative Engine Optimization: Rank Manipulation for Vision-Language Model Rankers added by Syntology 2026-01 (from id) glad-lab/MGEO/process.py 80e2a549a1ab5ead unverified no licence file found · pointer only
Measurement-Consistent Langevin Corrector for Stabilizing Latent Diffusion Inverse Problem Solvers added by Syntology 2026-01 (from id) FlowDPS-Inverse/FlowDPS/util.py ad6a826eba02ae37 unverified no licence file found · pointer only
The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas 25 Jun 2025 NoviScl/AI-Researcher/ai_researcher/src/analyze_experiment_plans_semantic_similarity.py 2098ab2bf0e96cf0 unverified MIT (permissive)
R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning 22 May 2025 RUCAIBox/R1-Searcher/evaluation/eval_search_loacl.py beb27b94356d1280 unverified MIT (permissive)
Boosting Masked ECG-Text Auto-Encoders as Discriminative Learners 3 Oct 2024 manhph2211/D-BETA/datasets/n3s.py b71f1b7fa9240917 ran fingerprinted licence not identified · pointer only
Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers 6 Sep 2024 simplaj/AI-Researcher-Spark/ai_researcher/src/analyze_experiment_plans_semantic_similarity.py 2098ab2bf0e96cf0 unverified MIT (permissive)
Can Large Language Models Always Solve Easy Problems if They Can Solve Harder Ones? 18 Jun 2024 QwenLM/ConsisEval/code_check/post_process.py dab90bb25f71a531 ran fingerprinted MIT (permissive)
DocMath-Eval: Evaluating Math Reasoning Capabilities of LLMs in Understanding Long and Specialized Documents 16 Nov 2023 yale-nlp/docmath-eval/retriever/utils/bm25_utils.py d21b46766ef2f4be unverified no licence file found · pointer only
Analyzing Modular Approaches for Visual Question Decomposition 10 Nov 2023 brown-palm/visual-question-decomposition/src/eval/vqa.py 776953a4032fa9d7 unverified MIT (permissive)
GLEN: Generative Retrieval via Lexical Index Learning 6 Nov 2023 castorini/docTTTTTquery/convert_msmarco_passage_to_anserini.py 4631c7e2bb826903 ran fingerprinted Apache-2.0 (permissive)
LAiW: A Chinese Legal Large Language Models Benchmark 9 Oct 2023 dai-shen/laiw/src/tasks/utils.py efc4c3ac590c9737 ran fingerprinted MIT (permissive)
T$^3$Bench: Benchmarking Current Progress in Text-to-3D Generation 4 Oct 2023 THU-LYJ-Lab/T3Bench/run_eval_alignment.py 98eabafcf4d5f942 ran · our draft was wrong fingerprinted no licence file found · pointer only
Are Human-generated Demonstrations Necessary for In-context Learning? 26 Sep 2023 ruili33/sec/check.py 0ebffa7d5bab521d ran fingerprinted no licence file found · pointer only
GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning 20 Aug 2023 TsingZ0/PFL-Non-IID/system/flcore/clients/clientgpfl.py bff598ba2b65008a ran · our draft was wrong Apache-2.0 (permissive)
FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information 10 Jun 2021 Raldir/FEVEROUS/src/feverous/utils/wiki_element.py 52deef4a225ce9bf unverified Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 cypressd1999/FYP_2021/src/tasks/preprocessing_funcs.py 7b81e295d0e6fff5 unverified Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 jpablou/Matching-The-Blanks-Ths/src/tasks/preprocessing_funcs.py 6bf6a61197367217 unverified Apache-2.0 (permissive)
Generative Adversarial Text to Image Synthesis 17 May 2016 Abhis-123/TextToImage/datasets.py ca07d7ef0a1b5440 unverified MIT (permissive)
arXiv:2023.findings-emnlp.896 KarelDO/BioDEX/tasks/icsr_extraction/run_gpt3_for_icsr_extraction.py 86738d726006a0b7 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