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f1

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

f1 appears in the code Syntology harvested for 57 papers, as 36 distinct code bodies found in 61 places (a place is one code body under one paper). At least one of them ran in 19 of the papers; 4 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 f1 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 17 of the 36 distinct code bodies named f1; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
1ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
13ran
19unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 61 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

57 papers shown of 57, newest first; 61 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; 4 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
RAGuard: A Layered Defense Framework for Retrieval-Augmented Generation Systems Against Data Poisoning added by Syntology 2026-07 (from id) RAGuard-AI/RAGuard/defences/scorer.py c31fa0dc73b0f2e6 ran fingerprinted MIT (permissive)
AutoPyVerifier: Learning Compact Executable Verifiers for Large Language Model Outputs added by Syntology 2026-04 (from id) megagonlabs/AutoPyVerifier/src/autopyverifier/search.py 9a5c2eab3c6aee32 ran fingerprinted BSD-3-Clause (permissive)
Powering Up Zeroth-Order Training via Subspace Gradient Orthogonalization added by Syntology 2026-02 (from id) OPTML-Group/ZO-Muon/llm/metrics.py b989d4bce26f77ce unverified MIT (permissive)
A Dynamic Framework for Grid Adaptation in Kolmogorov-Arnold Networks added by Syntology 2026-01 (from id) srigas/kan_grid/benchmarks/custom_funcs.py 92442691ba7feffb unverified MIT (permissive)
A Dynamic Framework for Grid Adaptation in Kolmogorov-Arnold Networks added by Syntology 2026-01 (from id) srigas/kan_grid/benchmarks/feynman.py ef974f15b06dab67 unverified MIT (permissive)
arXiv:2507.12075 2025-07 (from id) sapienzanlp/bookcoref/src/metrics.py 5dc251a1bb16c94f unverified no licence file found · pointer only
Fine-tuning Quantized Neural Networks with Zeroth-order Optimization 19 May 2025 maifoundations/qzo/large_language_models/metrics.py b989d4bce26f77ce unverified MIT (permissive)
Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large $p$ 17 Oct 2024 mattsheng/PAN_SR/experiment/evaluate_model.py 78fbb3b513d540ed ran GPL-3.0 (copyleft) · pointer only
Zeroth-Order Fine-Tuning of LLMs in Random Subspaces 11 Oct 2024 zimingyy/subzero/large_models/metrics.py b989d4bce26f77ce unverified GPL-3.0 (copyleft) · pointer only
Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models 7 Oct 2024 m3hrdadfi/rag-memory-interplay/src/atlas/evaluation.py 5e2f0b798a3d70d2 ran no licence file found · pointer only
Maverick: Efficient and Accurate Coreference Resolution Defying Recent Trends 31 Jul 2024 SapienzaNLP/maverick-coref/maverick/common/metrics.py 5dc251a1bb16c94f unverified no licence file found · pointer only
Learning Retrieval Augmentation for Personalized Dialogue Generation 27 Jun 2024 hqsiswiliam/lapdog/src/evaluation.py 5e2f0b798a3d70d2 ran no licence file found · pointer only
Selective Prompting Tuning for Personalized Conversations with LLMs 26 Jun 2024 hqsiswiliam/SPT/evaluation.py 5e2f0b798a3d70d2 ran no licence file found · pointer only
Pretrained Optimization Model for Zero-Shot Black Box Optimization 6 May 2024 ninja-wm/pom/BBOB_pkg/BBOB/bbobfunctions.py 01d23dbb9edf690f ran no licence file found · pointer only
Ranked List Truncation for Large Language Model-based Re-Ranking 28 Apr 2024 chuanmeng/rlt4reranking/rlt/retrieval_labels.py 95df88355bf0a4a5 ran no licence file found · pointer only
Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark 18 Feb 2024 zo-bench/zo-llm/zo-bench/metrics.py b989d4bce26f77ce unverified GPL-3.0 (copyleft) · pointer only
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models 18 Feb 2024 yifanycc/loretta/bert_model/metrics.py b989d4bce26f77ce unverified GPL-3.0 (copyleft) · pointer only
ClimateGPT: Towards AI Synthesizing Interdisciplinary Research on Climate Change 17 Jan 2024 eci-io/climategpt-evaluation/tasks/exeter/utils.py 9ca40505158717f6 ran no licence file found · pointer only
ClimateGPT: Towards AI Synthesizing Interdisciplinary Research on Climate Change 17 Jan 2024 eci-io/climategpt-evaluation/tasks/pira_mcq/utils.py 1eb73c7c88a4339a ran fingerprinted no licence file found · pointer only
ClimateGPT: Towards AI Synthesizing Interdisciplinary Research on Climate Change 17 Jan 2024 eci-io/climategpt-evaluation/tasks/climabench/clima_text/utils.py 6ca45f4106331bb0 ran no licence file found · pointer only
ZO-AdaMU Optimizer: Adapting Perturbation by the Momentum and Uncertainty in Zeroth-order Optimization 23 Dec 2023 mathisall/zo-adamu/metrics.py b989d4bce26f77ce unverified no licence file found · pointer only
Tell2Design: A Dataset for Language-Guided Floor Plan Generation 27 Nov 2023 lengsicong/tell2design/T5/coreference_metrics.py 5dc251a1bb16c94f unverified no licence file found · pointer only
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning 7 Nov 2023 psunlpgroup/fish-dip/augment/coreference_metrics.py 5dc251a1bb16c94f unverified Apache-2.0 (permissive)
Seq2seq is All You Need for Coreference Resolution 20 Oct 2023 WenzhengZhang/Seq2seqCoref/metrics.py 5dc251a1bb16c94f unverified MIT (permissive)
Knowledge-Augmented Language Model Verification 19 Oct 2023 JinheonBaek/KALMV/models/verifiers.py d8906dbc7552ff58 ran no licence file found · pointer only
Taming the Sigmoid Bottleneck: Provably Argmaxable Sparse Multi-Label Classification 16 Oct 2023 andreasgrv/sigmoid-bottleneck/spmlbl/metrics.py 77bf2eea0dac3863 ran MIT (permissive)
DPZero: Private Fine-Tuning of Language Models without Backpropagation 14 Oct 2023 Liang137/DPZero/opt/src/metrics.py b989d4bce26f77ce unverified MIT (permissive)
Tool-Augmented Reward Modeling 2 Oct 2023 ernie-research/Tool-Augmented-Reward-Model/src/utils/metrics.py d67b636c4fd9e6cb ran MIT (permissive)
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language Models 15 Aug 2023 jeffhj/raven/src/evaluation.py 5e2f0b798a3d70d2 ran no licence file found · pointer only
KDSTM: Neural Semi-supervised Topic Modeling with Knowledge Distillation 4 Jul 2023 yumeng5/WeSTClass/model.py 02b9090cc2f7dd5e unverified Apache-2.0 (permissive)
Fine-Tuning Language Models with Just Forward Passes 27 May 2023 princeton-nlp/mezo/large_models/metrics.py b989d4bce26f77ce unverified MIT (permissive)
Revisiting Grammatical Error Correction Evaluation and Beyond 3 Nov 2022 pygongnlp/PT-M2/metrics.py b8394bc429303913 unverified no licence file found · pointer only
LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolution 25 May 2022 shon-otmazgin/fastcoref/fastcoref/utilities/metrics.py 5dc251a1bb16c94f unverified MIT (permissive)
DeepStruct: Pretraining of Language Models for Structure Prediction 21 May 2022 cgraywang/deepstruct/src/dataset_processing/coreference_metrics.py 5dc251a1bb16c94f unverified Apache-2.0 (permissive)
Incorporating Constituent Syntax for Coreference Resolution 22 Feb 2022 mandarjoshi90/coref/metrics.py 5dc251a1bb16c94f unverified Apache-2.0 (permissive)
Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs 9 Dec 2021 luchang-cs/chet/metrics.py a3c98d8caff0f225 ran no licence file found · pointer only
Document-level Entity-based Extraction as Template Generation 10 Sep 2021 PlusLabNLP/TempGen/ree_eval.py 5dc251a1bb16c94f unverified MIT (permissive)
Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning 19 Aug 2021 cuis15/FCFL/FUEL/synthetic/utils.py 63aab5e7619728e3 unverified MIT (permissive)
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features 10 Jun 2021 tomcdonald/deep-lfm/toy_demo.py b759091d010c7bac unverified Apache-2.0 (permissive)
SciFive: a text-to-text transformer model for biomedical literature 28 May 2021 justinphan3110/SciFive/biot5x/src/metrics.py 12ff36b88687dd69 unverified MIT (permissive)
BERTology Meets Biology: Interpreting Attention in Protein Language Models 26 Jun 2020 salesforce/provis/protein_attention/probing/metrics.py 218b4d111a904876 ran · fixture could not drive it licence not identified · pointer only
CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT 20 Apr 2020 wjhou/icon/src_retrieval/retrieval.py 6d01795fce054855 unverified Apache-2.0 (permissive)
BPE-Dropout: Simple and Effective Subword Regularization 29 Oct 2019 PatxiofromAlphensign/subword-nmt-mods/subword_nmt/chrF.py 9b27e34636c16aac unverified MIT (permissive)
Q8BERT: Quantized 8Bit BERT 14 Oct 2019 NervanaSystems/nlp-architect/nlp_architect/models/np_semantic_segmentation.py 6a2e2df3980634be unverified Apache-2.0 (permissive)
Meta-Learning with Implicit Gradients 10 Sep 2019 spiglerg/pyMeta/pyMeta/metalearners/implicit_maml.py 878503c8b4732592 ran · honoured contract no licence file found · pointer only
SpanBERT: Improving Pre-training by Representing and Predicting Spans 24 Jul 2019 amore-upf/masked-coreference/metrics.py 5dc251a1bb16c94f unverified Apache-2.0 (permissive)
Attributed Graph Clustering: A Deep Attentional Embedding Approach 15 Jun 2019 GraphEoM/GSCAN/gscan/evaluation.py 681f6a5cb5d508f9 unverified MIT (permissive)
Fine-Grained Entity Typing in Hyperbolic Space 6 Jun 2019 nlpAThits/figet-hyperbolic-space/figet/evaluate.py b9f6dc91f68b705d unverified MIT (permissive)
Revisiting Graph Neural Networks: All We Have is Low-Pass Filters 23 May 2019 gear/gfnn/metrics.py cc1fd8ffd02dab36 unverified MIT (permissive)
Simplifying Graph Convolutional Networks 19 Feb 2019 Tiiiger/SGC/metrics.py cc1fd8ffd02dab36 unverified MIT (permissive)
Agnostic Federated Learning 1 Feb 2019 fairfl/FUEL/FUEL/synthetic/utils.py 63aab5e7619728e3 unverified MIT (permissive)
A Comparison of Five Multiple Instance Learning Pooling Functions for Sound Event Detection with Weak Labeling 2018-10 (from id) MaigoAkisame/cmu-thesis/code/audioset/util_f1.py 12e77c4861731d4f unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 ilhamfp/indonesian-text-classification-multilingual/src/model-full.py bee3340c9aa9a937 ran · honoured contract no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 haydlite/sparse-bert-ner/old_version/tf_metrics.py 68aa9e92f48080b5 unverified MIT (permissive)
Continuous-variable quantum neural networks 18 Jun 2018 XanaduAI/quantum-neural-networks/function_fitting/function_fitting.py b0a15e13b70f03ba ran · violated contract fingerprinted Apache-2.0 (permissive)
Higher-order Coreference Resolution with Coarse-to-fine Inference 15 Apr 2018 kentonl/e2e-coref/metrics.py 5dc251a1bb16c94f unverified Apache-2.0 (permissive)
PhaseNet: A Deep-Neural-Network-Based Seismic Arrival Time Picking Method 2018-03 (from id) SeisNN/SeisNN/seisblue/model/EqT_utils.py 9bf3507fe4dfd4d7 unverified MIT (permissive)
Content-Based Citation Recommendation 22 Feb 2018 allenai/citeomatic/citeomatic/eval_metrics.py 9bffd8f716f06256 unverified Apache-2.0 (permissive)
arXiv:2025.emnlp-main.292 RUC-NLPIR/OmniEval/utils/evaluation.py 5e2f0b798a3d70d2 ran MIT (permissive)
arXiv:2024.acl-srw.56 psuwannapich/z-coref/utilities/metrics.py 5dc251a1bb16c94f unverified Apache-2.0 (permissive)
arXiv:2021.naacl-main.125 Fantabulous-J/coref-HGAT/metrics.py 5dc251a1bb16c94f 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