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Atrial fibrillation detection leaderboard

Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG): exact match (PulseLM QA)

1 reported result for atrial fibrillation detection on Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG) (PulseLM QA), ranked by exact match…

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This page ranks every result ChatPPG has recorded for atrial fibrillation detection on Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG), measured by Exact-match accuracy (e.g. PulseLM QA) (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

Only one result has been reported on this dataset and metric so far, so this is a reference point rather than a multi-method comparison.

AFib / arrhythmia: Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG), Exact-match accuracy (e.g. PulseLM QA). Reported rankings; evaluation protocols may differ.
RankMethod & evaluationExact-match accuracy (e.g. PulseLM QA)↑ Higher is better
1PulseLM

PulseLM (best: Qwen3-4B / LLaMA + PaPaGei)

Evaluation details

10 s @125 Hz, subject-disjoint ~8/1/1 per source; categorical QA exact-match (arXiv 2603.03331 Table 2); text-only Blind also 0.861, so no gain over label prior; not balanced accuracy, not comparable to VitalAgent 0.672

0.861

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.

About the dataset

Licence: Zenodo lists the licence as Other (Non-Commercial)

Sources on this board

Related leaderboards

Other metrics on Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG)

Atrial fibrillation detection on other datasets

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All atrial fibrillation detection leaderboards

Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite or reuse this

CC BY 4.0ChatPPG compiled this data. You can copy, adapt and republish it, including in articles, slides, papers and AI tools, as long as you credit ChatPPG and link to this page. Please also cite the original studies for any number you use.

Attribution

Source: ChatPPG, AFPPGECG exact match leaderboard (PulseLM QA): atrial fibrillation detection, https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match-pulselm-qa (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match-pulselm-qa">ChatPPG, AFPPGECG exact match leaderboard (PulseLM QA): atrial fibrillation detection</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). AFPPGECG exact match leaderboard (PulseLM QA): atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match-pulselm-qa

BibTeX
@misc{chatppg_afib_afppgecg_exact_match_pulselm_qa,
  author       = {{ChatPPG}},
  title        = {{AFPPGECG exact match leaderboard (PulseLM QA): atrial fibrillation detection}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match-pulselm-qa}},
  note         = {ChatPPG Research Hub}
}
CITATION.cff
cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "AFPPGECG exact match leaderboard (PulseLM QA): atrial fibrillation detection"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match-pulselm-qa"
date-released: "2026-11-05"