Mental workload assessment leaderboard

WESAD: exact match

Name: WESAD exact match leaderboard: mental workload assessment
Creator: ChatPPG

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

This page ranks every result ChatPPG has recorded for mental workload assessment on WESAD, measured by (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, . Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	↑ Higher is better
1	PulseLM 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 Weights: HF checkpoint linked; code CC BY 4.0	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

WESAD: Wearable Stress and Affect Detection

Subjects: 15
Signals: ppg, ecg, accel, skin-temp, eda, resp
Licence: Scientific, non-commercial use with credit to the owners

Sources on this board

pulselm-ppg-text-qa-2026 (paper)

Related leaderboards

Other metrics on WESAD

Data and submissions

Download every leaderboard as JSON or CSV. Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite this

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: mental workload assessment [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/mwl/wesad-exact-match

BibTeX

@misc{chatppg_mwl_wesad_exact_match,
  author       = {{ChatPPG}},
  title        = {{WESAD exact match leaderboard: mental workload assessment}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/mwl/wesad-exact-match}},
  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: mental workload assessment"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/mwl/wesad-exact-match"
date-released: "2026-10-16"