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arxiv: 1912.08904 · v1 · pith:MLKJEAL4new · submitted 2019-12-18 · 💻 cs.IR · cs.CL· cs.HC

Macaw: An Extensible Conversational Information Seeking Platform

classification 💻 cs.IR cs.CLcs.HC
keywords macawresearchconversationaldatainformationmodemodularretrieval
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Conversational information seeking (CIS) has been recognized as a major emerging research area in information retrieval. Such research will require data and tools, to allow the implementation and study of conversational systems. This paper introduces Macaw, an open-source framework with a modular architecture for CIS research. Macaw supports multi-turn, multi-modal, and mixed-initiative interactions, and enables research for tasks such as document retrieval, question answering, recommendation, and structured data exploration. It has a modular design to encourage the study of new CIS algorithms, which can be evaluated in batch mode. It can also integrate with a user interface, which allows user studies and data collection in an interactive mode, where the back end can be fully algorithmic or a wizard of oz setup. Macaw is distributed under the MIT License.

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