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compute_f1

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

compute_f1 appears in the code Syntology harvested for 40 papers, as 37 distinct code bodies found in 40 places (a place is one code body under one paper). At least one of them ran in 12 of the papers; 6 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 compute_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 11 of the 37 distinct code bodies named compute_f1; 26 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
1ran · fixture could not drive it
7ran
26unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 40 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

40 papers shown of 40, newest first; 40 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; 7 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
The Sleeping Agent: What Gist-Based Context Compression Loses and Why added by Syntology 2026-08 (from id) kyrkewood/sleeping-agent/src/scoring.py b2bc687a414410e6 ran fingerprinted MIT (permissive)
ReFact: Adaptive Fact Restatement for Compact and Faithful Chain-of-Thought Reasoning added by Syntology 2026-07 (from id) NEUIR/REFACT/verl/verl/utils/reward_score/evdience_reward.py ecc47b6b4d41b5db ran · honoured contract MIT (permissive)
On Efficient Scaling of GNNs via IO-Aware Layers Implementations added by Syntology 2026-05 (from id) yandex-research/On-Efficient-Scaling-Of-GNNs/src/training/metrics.py 5c551f60830ac131 ran BSD-3-Clause (permissive)
Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems added by Syntology 2026-05 (from id) praal/llm-monitoring/LLMFailure/forest_evaluate.py 86da62288e7880c4 ran MIT (permissive)
Spatial-Regularization-Aware Dual-Branch Collaborative Inference for Training-Free OVSS in Remote Sensing Imagery added by Syntology 2026-01 (from id) yu-ni1989/SDCI/util/tools.py c3562972f2ab9e25 unverified MIT (permissive)
Visual-RFT: Visual Reinforcement Fine-Tuning 3 Mar 2025 liuziyu77/visual-rft/Visual-ARFT/evaluation_coding/evaluation_mat_coding_visual_arft.py fa20176e2b95a3d7 unverified Apache-2.0 (permissive)
Retriever-and-Memory: Towards Adaptive Note-Enhanced Retrieval-Augmented Generation 11 Oct 2024 thunlp/adaptive-note/src/metrics_questeval_crud.py 84280cf42e5cf118 ran no licence file found · pointer only
CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models 30 Jan 2024 iaar-shanghai/crud_rag/src/metric/quest_eval.py 33efd8e471b6cb65 ran fingerprinted no licence file found · pointer only
Pragmatic Radiology Report Generation 28 Nov 2023 chicagohai/llm_radiology/CXRMetric/radgraph_evaluate_model.py b59ac1362f3babba ran no licence file found · pointer only
Implicit meta-learning may lead language models to trust more reliable sources 23 Oct 2023 krasheninnikov/internalization/src/metrics.py e0d035eca2e2c3c5 ran fingerprinted no licence file found · pointer only
Knowledge-Augmented Language Model Verification 19 Oct 2023 JinheonBaek/KALMV/models/verifiers.py b004a421a9a1ba54 unverified no licence file found · pointer only
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning 20 May 2023 teacherpeterpan/logic-llm/models/evaluation.py f5e5c9b9aa79ab16 unverified MIT (permissive)
Syllable Discovery and Cross-Lingual Generalization in a Visually Grounded, Self-Supervised Speech Model 19 May 2023 jasonppy/syllable-discovery/estonian.py 6b7104858152a9ea unverified BSD-3-Clause (permissive)
Answering Questions by Meta-Reasoning over Multiple Chains of Thought 25 Apr 2023 oriyor/reasoning-on-cots/src/pred_evaluators/evaluation.py 9118271336e0821a unverified MIT (permissive)
Evaluating ChatGPT's Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness 23 Apr 2023 pkuserc/chatgpt_for_ie/Code/EAE/score_EAE_E+.py fada67a6d1459131 unverified Apache-2.0 (permissive)
CS-TGN: Community Search via Temporal Graph Neural Networks 15 Mar 2023 joint-em/cs-tgn/f1score.py 09a1f144a23eae42 unverified MIT (permissive)
Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models 10 Mar 2023 tjvsonsbeek/open-ended-medical-vqa/predict.py 1a3cb58ee8e001d4 ran · honoured contract fingerprinted no licence file found · pointer only
Language Model Pre-Training with Sparse Latent Typing 23 Oct 2022 renll/sparselt/evaluations/supervised-ie/scorer.py fada67a6d1459131 unverified Apache-2.0 (permissive)
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study 19 Oct 2022 zjunlp/KnowPrompt/lit_models/util.py 526185d23747e06f unverified MIT (permissive)
METGEN: A Module-Based Entailment Tree Generation Framework for Answer Explanation 5 May 2022 tencent-ailab/metalogic/code/evaluate_metric.py 6724ecbf0decf84e unverified MIT (permissive)
MultiVerS: Improving scientific claim verification with weak supervision and full-document context 2 Dec 2021 dwadden/longchecker/multivers/metrics.py 7e52643dedb5d9d4 unverified MIT (permissive)
HySPA: Hybrid Span Generation for Scalable Text-to-Graph Extraction 30 Jun 2021 dwadden/dygiepp/dygie/training/f1.py fada67a6d1459131 unverified MIT (permissive)
RadGraph: Extracting Clinical Entities and Relations from Radiology Reports 28 Jun 2021 rajpurkarlab/cxr-report-metric/CXRMetric/radgraph_evaluate_model.py b59ac1362f3babba ran MIT (permissive)
Low-Rank Subspaces for Unsupervised Entity Linking 18 Apr 2021 lephong/dl4el/jrk/el_statstest.py 8bad2058cd892964 unverified Apache-2.0 (permissive)
A Frustratingly Easy Approach for Entity and Relation Extraction 24 Oct 2020 princeton-nlp/PURE/run_relation.py f39c75c8e38877a5 ran · fixture could not drive it fingerprinted MIT (permissive)
Exposing Shallow Heuristics of Relation Extraction Models with Challenge Data 7 Oct 2020 shacharosn/CRE/evaluate_challenge_set_output.py 39081ff7aefd4fcb ran · our draft was wrong fingerprinted no licence file found · pointer only
Contrastive Self-Supervised Learning for Commonsense Reasoning 2 May 2020 SAP-samples/acl2020-commonsense/scorer.py 0f32d4ee5a8aae9f unverified Apache-2.0 (permissive)
The TechQA Dataset 8 Nov 2019 ibm/techqa/techqa_evaluation.py 192f44f7e75dcf94 unverified Apache-2.0 (permissive)
Syntactically Supervised Transformers for Faster Neural Machine Translation 6 Jun 2019 dojoteef/synst/analysis.py 315cda1182f75c8e unverified BSD-3-Clause (permissive)
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression 16 Apr 2019 affromero/SMILE/metrics/f1_score.py cf6388d3dfe650b4 unverified MIT (permissive)
Why Comparing Single Performance Scores Does Not Allow to Draw Conclusions About Machine Learning Approaches 26 Mar 2018 UKPLab/emnlp2017-bilstm-cnn-crf/util/BIOF1Validation.py 2561978b0fd1e5d3 unverified Apache-2.0 (permissive)
Deep contextualized word representations 15 Feb 2018 UKPLab/elmo-bilstm-cnn-crf/util/BIOF1Validation.py a2735b43c037f7c3 unverified Apache-2.0 (permissive)
Named Entity Recognition with Bidirectional LSTM-CNNs 26 Nov 2015 mxhofer/Named-Entity-Recognition-BidirectionalLSTM-CNN-CoNLL/validation.py e7fa1b4511321cb3 unverified MIT (permissive)
arXiv:openreview_krRRnq3E1w zhangSchnee/BoG/bog/actions.py 32758d0edc2f464a unverified Apache-2.0 (permissive)
arXiv:aaai_29863 facebookresearch/EditEval/src/metrics/easse_sari.py ba0b4ade2e899b0c unverified CC0-1.0 (permissive)
arXiv:2024.findings-emnlp.286 kgarg8/Stanceformer/utils/model_eval2.py f9d4e2c7ec69b923 unverified MIT (permissive)
arXiv:2023.findings-acl.888 posuer/Check-COVID/fact-checking-system/evaluate/lib/metrics.py c2a07902a914fdd4 unverified MIT (permissive)
arXiv:2023.acl-short.31 JFChi/PLUE/finetuning/qa/privacyqa/scorer.py 8ad94f241bcc8e90 unverified MIT (permissive)
arXiv:2021.findings-acl.208 chuchun8/PStance/source/utils/model_eval.py 4c85e690058b984a unverified MIT (permissive)
arXiv:2021.findings-acl.204 chuchun8/MTSD/src/utils/model_eval.py c697744301d5ea90 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".

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