Papers with Webarena
Assimilation and Accommodation: Task-Adaptive Hierarchical Abstraction for Solving Web Tasks (2025.findings-acl)
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| Challenge: | Existing methods focus on summarizing workflows, i.e., common sub-routines, which introduce excessive low-level details that distract models. |
| Approach: | They propose a framework that derives task-adaptive hierarchical abstraction from experience to enhance web task reasoning. |
| Outcome: | The proposed framework improves performance with competitive cost-efficiency on Mind2web and Webarena. |