On the Multi-turn Instruction Following for Conversational Web Agents

Yang Deng , Xuan Zhang , Wenxuan Zhang , Yifei Yuan , See-Kiong Ng , Tat-Seng Chua

🏛 Institutions: Singapore Management University , NUS , University of Copenhagen
📅 Date: February 23, 2024
📑 Publisher: ACL 2024
💻 Env: Web
🔑 Keywords: benchmark dataset MT-Mind2Web Self-MAP multi-turn dialogue

TLDR

This paper introduces conversational web navigation as a multi-turn instruction-following setting and releases the MT-Mind2Web dataset for it. It also proposes Self-MAP, a self-reflective memory-augmented planning method, and uses the new dataset to benchmark models under this conversational setting.

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