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OSU-NLP-Group · Dec 12, 2024 · 485829e · 485829e
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 - [Autonomous Evaluation and Refinement of Digital Agents](https://arxiv.org/abs/2404.06474)
     - Jiayi Pan, Yichi Zhang, Nicholas Tomlin, Yifei Zhou, Sergey Levine, Alane Suhr
-    - 🏛️ Institutions: Unknown
+    - 🏛️ Institutions: UCB, UMich
     - 📅 Date: April 9, 2024
-    - 📑 Publisher: arXiv
+    - 📑 Publisher: COLM 2024
     - 💻 Env: [Web, Desktop]
     - 🔑 Key: [framework], [benchmark], [evaluation model], [domain transfer]
     - 📖 TLDR: This paper presents an autonomous evaluation framework for digital agents to enhance performance on web navigation and device control. The study introduces modular, cost-effective evaluators achieving up to 92.9% accuracy in benchmarks like WebArena and outlines their use in fine-tuning agents, improving state-of-the-art by 29% without additional supervision.