Evaluating Answer Reranking Strategies in Time-sensitive Question Answering

March 06, 2025 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Mehmet Kardan, Bhawna Piryani, Adam Jatowt arXiv ID 2503.04972 Category cs.CL: Computation & Language Cross-listed cs.IR Citations 1 Venue arXiv.org Last Checked 5 months ago
Abstract
Despite advancements in state-of-the-art models and information retrieval techniques, current systems still struggle to handle temporal information and to correctly answer detailed questions about past events. In this paper, we investigate the impact of temporal characteristics of answers in Question Answering (QA) by exploring several simple answer selection techniques. Our findings emphasize the role of temporal features in selecting the most relevant answers from diachronic document collections and highlight differences between explicit and implicit temporal questions.
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