BOOKMARKS introduces searchable bookmarks as reusable answers to storyline questions, enabling active initialization and passive synchronization for more consistent role-playing agent memory than recurrent summarization.
arXiv preprint arXiv:2202.07922 , year=
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EXPONA improves automated data labeling by exploring multi-level label functions and applying reliability filters, achieving up to 98.9% coverage and 46% gains in downstream weighted F1 on eleven datasets.
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BOOKMARKS: Efficient Active Storyline Memory for Role-playing
BOOKMARKS introduces searchable bookmarks as reusable answers to storyline questions, enabling active initialization and passive synchronization for more consistent role-playing agent memory than recurrent summarization.
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Structured Exploration and Exploitation of Label Functions for Automated Data Annotation
EXPONA improves automated data labeling by exploring multi-level label functions and applying reliability filters, achieving up to 98.9% coverage and 46% gains in downstream weighted F1 on eleven datasets.