Machine Learning Model Evaluation Peer Review Form

General Information

Reviewer Name: Submission Title: Date:

Model Description Assessment

Clarity of Model Description: Data Source and Preprocessing Appropriateness:

Evaluation Metrics

Are the metrics appropriate for the problem type? Yes No Partially Comments on Metric Choice:

Experimental Results

Reproducibility of Results: Statistical Significance:

Strengths

Weaknesses / Areas for Improvement

Overall Recommendation

Recommendation: Accept Minor Revisions Major Revisions Reject Summary Comments: