Message Passing for Complex Question Answering over Knowledge Graphs. Vakulenko, S., Fernández, J., Polleres, A., de Rijke, M., & Cochez, M. In Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM2019, pages 1431–1440, Beijing, China, November, 2019. ACM. Paper doi abstract bibtex Question answering over knowledge graphs (KGQA) has evolved from simple single-fact questions to complex questions that require graph traversal and aggregation. We propose a novel approach for complex KGQA that uses unsupervised message passing, which propagates confidence scores obtained by parsing an input question and matching terms in the knowledge graph to a set of possible answers. Our approach outperforms the state-of-the-art on the LC-QuAD benchmark. Moreover, our error analysis reveals correct answers missing from the benchmark dataset and inconsistencies in the DBpedia knowledge graph.
@inproceedings{vaku-etal-2019CIKM,
author = {Svitlana Vakulenko and Javier Fern{\'a}ndez and Axel Polleres and Maarten de Rijke and Michael Cochez},
abstract = {Question answering over knowledge graphs (KGQA) has evolved from simple single-fact questions to complex questions that require graph traversal and aggregation.
We propose a novel approach for complex KGQA that uses unsupervised message passing, which propagates confidence scores obtained by parsing an input question and matching terms in the knowledge graph to a set of possible answers. Our approach outperforms the state-of-the-art on the LC-QuAD benchmark. Moreover, our error analysis reveals correct answers missing from the benchmark dataset and inconsistencies in the DBpedia knowledge graph.},
type = CONF,
title = {Message Passing for Complex Question Answering over Knowledge Graphs},
booktitle = {Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM2019},
day = {3--7},
pages = {1431--1440},
publisher = {ACM},
doi = {10.1145/3357384.3358026},
month = nov,
year = 2019,
Address = {Beijing, China},
url = {https://arxiv.org/abs/1908.06917},
}
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