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preprocess_function

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

preprocess_function appears in the code Syntology harvested for 29 papers, as 28 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 0 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 preprocess_function 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 12 of the 28 distinct code bodies named preprocess_function; 16 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
9ran
16unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 32 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; 32 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; 3 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
Assessing Quality of Experience in Natural Language Generation of German Text added by Syntology 2026-08 (from id) DFKI-NLP/TextQ/models/ats-new_model_selection.py b1eb74714bedade7 ran no licence file found · pointer only
mdok-style at SemEval-2026 Task 9: Finetuning LLMs for Multilingual Polarization Detection added by Syntology 2026-05 (from id) kinit-sk/mdok-style-polar2026/polar1.py e1d3c571a237a355 unverified GPL-3.0 (copyleft) · pointer only
mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code added by Syntology 2026-04 (from id) kinit-sk/mcdok-semeval2026/mcdokA.py e1d3c571a237a355 unverified GPL-3.0 (copyleft) · pointer only
Dual Refinement Cycle Learning: Unsupervised Text Classification of Mamba and Community Detection on Text Attributed Graph added by Syntology 2025-12 (from id) wuanghoong/DRCL/util.py fec614434ed0137d unverified no licence file found · pointer only
Frictional Agent Alignment Framework: Slow Down and Don't Break Things 26 May 2025 csu-signal/FAAF_ACL/opt_reward_modeling.py 5212f303a42f980a unverified MIT (permissive)
AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners 22 May 2025 reiss-koh/AdaSTaR/utils_adastar.py dde8b1b7d023f127 unverified Apache-2.0 (permissive)
Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models 16 Mar 2025 tengwang0318/hierarchial_reward_model/self-training/choose_best_reward_model.py b1a842cfb67e9b57 ran · our draft was wrong MIT (permissive)
CiteBART: Learning to Generate Citations for Local Citation Recommendation 23 Dec 2024 eyclk/citationrecommendation/train/train_base_cit_pred_BART.py 4f57ec01008c6bae unverified MIT (permissive)
CiteBART: Learning to Generate Citations for Local Citation Recommendation 23 Dec 2024 eyclk/citationrecommendation/train/train_global_cit_pred_BART.py 0e7c221cf16af4e4 unverified MIT (permissive)
ProSec: Fortifying Code LLMs with Proactive Security Alignment 19 Nov 2024 PurCL/ProSec/influence_score/data_utils.py f07dfce1992d2a42 unverified no licence file found · pointer only
OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models 12 Oct 2024 openreasoner/openr/gen_rm/fine_tuning.py 114a6ef651a1a24a unverified MIT (permissive)
VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation 25 Jun 2024 qbetterk/VarBench/lm_eval_tasks/truthfulqa/utils.py 60127da1907ed18b ran no licence file found · pointer only
Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner 17 Jun 2024 likenneth/dialogue_action_token/dat/utils.py 73e2c40bff6225ae ran MIT (permissive)
Thinking Forward: Memory-Efficient Federated Finetuning of Language Models 24 May 2024 Astuary/Spry/dataloaders/squad/squad_dataloader_xlnet.py ab07bf58ec11dfde ran no licence file found · pointer only
SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detection 22 Apr 2024 mbzuai-nlp/COLING-2025-Workshop-on-MGT-Detection-Task1/baseline.py 59853f665d709fd2 ran Apache-2.0 (permissive)
Emergent Abilities in Reduced-Scale Generative Language Models 2 Apr 2024 text-machine-lab/mini_gpt/src/data_collation.py 16b2dd199b000a25 ran no licence file found · pointer only
Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction 27 Mar 2024 inhwanbae/LMTrajectory/model/nltoolkit.py f65d09762517789d ran licence not identified · pointer only
M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text Detection 17 Feb 2024 mbzuai-nlp/m4gt-bench/src/transformer_detector.py 59853f665d709fd2 ran no licence file found · pointer only
ComPEFT: Compression for Communicating Parameter Efficient Updates via Sparsification and Quantization 22 Nov 2023 prateeky2806/compeft/src/bert_eval.py ed1d520d4fd927b3 unverified BSD-3-Clause (permissive)
Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging 17 Oct 2023 joeljang/rlphf/training_reward_model.py 5240cc5f3702d81a ran no licence file found · pointer only
Parameter Efficient Multi-task Model Fusion with Partial Linearization 7 Oct 2023 tanganke/peta/peta/lorahub/algorithm.py 4fa148bde5c27d5c ran · our draft was wrong no licence file found · pointer only
TIGERScore: Towards Building Explainable Metric for All Text Generation Tasks 1 Oct 2023 TIGER-AI-Lab/TIGERScore/tigerscore/candidates_generation/finetune_base_model.py d2757c38c4c0b3fa ran MIT (permissive)
LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition 25 Jul 2023 sail-sg/lorahub/lorahub/algorithm.py 4fa148bde5c27d5c ran · our draft was wrong MIT (permissive)
PULSAR at MEDIQA-Sum 2023: Large Language Models Augmented by Synthetic Dialogue Convert Patient Dialogues to Medical Records 5 Jul 2023 yuping-wu/pulsar/fine-tune/bionlp2023_finetune.py ad5a1fa906311d2d unverified no licence file found · pointer only
PULSAR at MEDIQA-Sum 2023: Large Language Models Augmented by Synthetic Dialogue Convert Patient Dialogues to Medical Records 5 Jul 2023 yuping-wu/pulsar/fine-tune/bionlp2023_finetune_predict_only_v1.py c211c320be482d4d unverified no licence file found · pointer only
PULSAR at MEDIQA-Sum 2023: Large Language Models Augmented by Synthetic Dialogue Convert Patient Dialogues to Medical Records 5 Jul 2023 yuping-wu/pulsar/fine-tune/clef_finetune.py 7e5ba5df5548eb15 unverified no licence file found · pointer only
Targeted Adversarial Attacks against Neural Machine Translation 2 Mar 2023 sssadrizadeh/nmt-targeted-attack/utils/load.py 5df6ce544b663688 unverified Apache-2.0 (permissive)
Scaling Instruction-Finetuned Language Models 20 Oct 2022 yli-z/ml4h_are_clinical_t5_models_better_for_clinical_text/src/finetune_bc5cdr.py 298d3ae7382f4e0b ran · our draft was wrong no licence file found · pointer only
GLM-130B: An Open Bilingual Pre-trained Model 5 Oct 2022 jackaduma/ChatGLM-LoRA-RLHF-PyTorch/train_reward_model.py 732abe979cb6bf39 unverified MIT (permissive)
arXiv:2025.findings-acl.444 Gebro13/PRM_research/training_code/dataset.py 22bf7cea24de83fc unverified MIT (permissive)
arXiv:2024.findings-naacl.117 qqplot/dcpmi/utils/text_utils.py 7b60241f96cfc71e unverified MIT (permissive)
arXiv:2024.findings-emnlp.326 noname822/iLoraComp/code/algorithm.py 4fa148bde5c27d5c ran · our draft was wrong 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