A Bidirectional Factorization-based Evaluation of Intent Extraction from UI Trajectories


View a PDF of the paper titled Bi-Fact: A Bidirectional Factorization-based Evaluation of Intent Extraction from UI Trajectories, by Sapir Caduri and 5 other authors

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Abstract:Evaluating intent extraction from GUIs demands accurate, fine-grained metrics. This paper introduces Bi-Fact, a novel method that decomposes intents into atomic facts and performs bidirectional comparisons to assess precision and recall. Experiments demonstrate Bi-Fact’s superior correlation with human judgments compared to existing metrics, establishing a more robust evaluation framework for UI-driven intent understanding.

Submission history

From: Sapir Caduri [view email]
[v1]
Tue, 11 Feb 2025 13:16:31 UTC (532 KB)
[v2]
Thu, 20 Feb 2025 18:17:30 UTC (1,110 KB)
[v3]
Wed, 5 Mar 2025 09:54:25 UTC (1,031 KB)



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