Transactions on Machine Learning Research (TMLR)
The Percentage of Empirical Papers Documenting Each Reproducibility Variable
| Venue | Year | Papers |
Repro. Score
Reproducibility Score based on Gundersen et al. (2025)
|
Doc. Mean
Global mean is the average score over the seven reproducibility variables for empirical research papers.
|
Doc. Median
Global median is the median score over the seven reproducibility variables for empirical research papers.
|
Dataset Doc.
Documentation mean is the average score over the Open Datasets and Dataset Splits reproducibility variables for empirical research papers.
|
Code Doc.
Documentation mean is the average score over the Open Source Code reproducibility variables for empirical research papers.
|
Other Doc.
Documentation mean is the average score over the Pseudocode, Hardware Specification, Software Dependencies, and Experiment Setup reproducibility variables for empirical research papers.
|
% Empirical
Percentage of papers that are empirical research vs theoretical research
|
% Industry
Percentage of empirical research papers with at least one author from Industry
|
Website |
|---|---|---|---|---|---|---|---|---|---|---|---|
| TMLR | 2025 | 1418 | 0.62 | 4.51 | 5.0 | 1.62 | 0.62 | 2.26 | 94.71% | 33.8% | |
| TMLR | 2024 | 947 | 0.61 | 4.36 | 4.0 | 1.57 | 0.62 | 2.17 | 94.51% | 34.64% | |
| TMLR | 2023 | 608 | 0.59 | 4.29 | 4.0 | 1.59 | 0.59 | 2.11 | 94.41% | 42.51% | |
| TMLR | 2022 | 216 | 0.61 | 4.23 | 4.0 | 1.62 | 0.6 | 2.01 | 96.3% | 48.08% |