Part 7/8:
Evaluating Totem involves comparing its performance against established benchmarks:
In specialist domains, Totem excels—winning a majority of imputation and anomaly detection tasks.
With generalist in-domain testing, Totem's performance in various tasks reflects substantial adaptability and accuracy.
Zero-shot performance also reveals Totem's effectiveness, showcasing strong capabilities in predicting anomalies and forecasting events without prior exposure to the test data.
Visual comparisons of predictions against ground truth data demonstrate Totem's prowess in accurately reconstructing time series and forecasting trends, although slight adaptations may be necessary to fine-tune high-frequency details.