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Mental workload assessment leaderboard

WESAD: exact match (PulseLM QA)

1 reported result for mental workload assessment on WESAD (PulseLM QA), ranked by exact match. Every row cites its source publication.

Last updated

This page ranks every result ChatPPG has recorded for mental workload assessment on WESAD, 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.

Mental workload / stress: WESAD, 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 (Qwen2.5-7B + Pulse-PPG)

Evaluation details

10 s @125 Hz, subject-disjoint ~8/1/1 per source; categorical QA exact-match (arXiv 2603.03331 Table 2); stress label set appears multi-class (Blind 0.183); not comparable to binary acc/AUROC rows

0.497

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

About the dataset

Licence: Scientific, non-commercial use with credit to the owners

Sources on this board

Related leaderboards

Other metrics on WESAD

Show 4 more 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, WESAD exact match leaderboard (PulseLM QA): mental workload assessment, https://chatppg.com/research/leaderboards/mwl/wesad-exact-match-pulselm-qa (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/mwl/wesad-exact-match-pulselm-qa">ChatPPG, WESAD exact match leaderboard (PulseLM QA): mental workload assessment</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). WESAD exact match leaderboard (PulseLM QA): mental workload assessment [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/mwl/wesad-exact-match-pulselm-qa

BibTeX
@misc{chatppg_mwl_wesad_exact_match_pulselm_qa,
  author       = {{ChatPPG}},
  title        = {{WESAD exact match leaderboard (PulseLM QA): mental workload assessment}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/mwl/wesad-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: "WESAD exact match leaderboard (PulseLM QA): mental workload assessment"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/mwl/wesad-exact-match-pulselm-qa"
date-released: "2026-11-05"