Question Answering over Curated and Open Web Sources
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Abstract (arXiv)
The last few years have seen an explosion of research on the topic of automated question answering (QA), spanning the communities of information retrieval, natural language processing, and artificial intelligence. This tutorial would cover the highlights of this really active period of growth for QA to give the audience a grasp over the families of algorithms that are currently being used. We partition research contributions by the underlying source from where answers are retrieved: curated knowledge graphs, unstructured text, or hybrid corpora. We choose this dimension of partitioning as it is the most discriminative when it comes to algorithm design. Other key dimensions are covered within each sub-topic: like the complexity of questions addressed, and degrees of explainability and interactivity introduced in the systems. We would conclude the tutorial with the most promising emerging trends in the expanse of QA, that would help new entrants into this field make the best decisions to take the community forward. Much has changed in the community since the last tutorial on QA in SIGIR 2016, and we believe that this timely overview will indeed benefit a large number of conference participants.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 24 Apr 2020.
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Citing papers per year: 2021: 3; 2022: 0; 2023: 2; 2024: 1.
6 papers.
- 2021Complex Temporal Question Answering on Knowledge Graphscited by 69
- 2024QuanTemp: A real-world open-domain benchmark for fact-checking numerical claimscited by 22
- 2021Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge Graphscited by 18
- 2021Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge Basescited by 11
- 2023Query Understanding in the Age of Large Language Modelscited by 7
- 2023Knowledge Graphs Queryingcited by 5
- 2024QuanTemp: A real-world open-domain benchmark for fact-checking numerical claims25 Mar 2024
- 2023Query Understanding in the Age of Large Language Models28 Jun 2023
- 2023Knowledge Graphs Querying23 May 2023
- 2021Complex Temporal Question Answering on Knowledge Graphs18 Sep 2021
- 2021Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge Bases19 Aug 2021
- 2021Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge Graphs11 May 2021