English

Evaluating Answer Reranking Strategies in Time-sensitive Question Answering

Computation and Language 2025-03-10 v1 Information Retrieval

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.

Keywords

Cite

@article{arxiv.2503.04972,
  title  = {Evaluating Answer Reranking Strategies in Time-sensitive Question Answering},
  author = {Mehmet Kardan and Bhawna Piryani and Adam Jatowt},
  journal= {arXiv preprint arXiv:2503.04972},
  year   = {2025}
}
R2 v1 2026-06-28T22:10:02.668Z