Skills Evaluation

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (10 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset
  2 Nov 2020 3 repositories listed
  An important feature of the dataset is simultaneous data collection from five players, which facilitates the analysis of sensor data on a team level.
• Vote'n'Rank: Revision of Benchmarking with Social Choice Theory
  11 Oct 2022 1 repository listed Syntology ran 0 of 17 samples · 17 unverified
  The development of state-of-the-art systems in different applied areas of machine learning (ML) is driven by benchmarks, which have shaped the paradigm of evaluating generalisation capabilities from multiple…
• Piano Skills Assessment
  13 Jan 2021 1 repository listed
  Can a computer determine a piano player's skill level?
• AI-enabled Prediction of eSports Player Performance Using the Data from Heterogeneous Sensors
  7 Dec 2020 1 repository listed
  For this reason, we collected the physiological, environmental, and the game chair data from Pro and amateur players.
• Detecting Video Game Player Burnout with the Use of Sensor Data and Machine Learning
  29 Nov 2020 1 repository listed
  In this article, we propose the methods based on the sensor data analysis for predicting whether a player will win the future encounter.
• Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks
  20 Aug 2019 1 repository listed
  The method is validated on the JIGSAWS dataset for two surgical skills evaluation tasks: classification and regression.
• Understanding Cyber Athletes Behaviour Through a Smart Chair: CS:GO and Monolith Team Scenario
  18 Aug 2019 1 repository listed
  eSports is the rapidly developing multidisciplinary domain.
• eSports Pro-Players Behavior During the Game Events: Statistical Analysis of Data Obtained Using the Smart Chair
  18 Aug 2019 1 repository listed
  Today's competition between the professional eSports teams is so strong that in-depth analysis of players' performance literally crucial for creating a powerful team.
• Evaluating surgical skills from kinematic data using convolutional neural networks
  7 Jun 2018 1 repository listed
  The need for automatic surgical skills assessment is increasing, especially because manual feedback from senior surgeons observing junior surgeons is prone to subjectivity and time consuming.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.