Papers with model-agnostic change-point detection
Reliable and Interpretable Drift Detection in Streams of Short Texts (2023.acl-industry)
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| Challenge: | Data drift is a key factor leading to model performance degradation over time. |
| Approach: | They propose a framework for reliable model-agnostic change-point detection and interpretation in large task-oriented dialog systems. |
| Outcome: | The proposed framework is effective in multiple customer deployments. |