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KGQA-leaderboard

Repository to track the progress in Question Answering over Knowledge Graphs (KGQA), including the datasets and the current state-of-the-art for the most common KGQA tasks.

DBLP-QuAD

DBLP-QuAD [1]</sup> is a KGQA dataset over DBLP KG, a scholarly knowledge graph. This dataset contains 10,000 question answer pairs with the corresponding SPARQL queries which can be executed over the DBLP KG to fetch the correct answer. DBLP-QuAD is the largest scholarly question answering dataset.

Leaderboard

Model / System Year Exact Match (EM) F1 Score Language Reported by
T5-base 2023 72.1 86.8 EN Banerjee et al.
T5-small 2023 63.8 81.3 EN Banerjee et al.

References

[1] Banerjee, Debayan and Awale, Sushil and Usbeck, Ricardo and Biemann, Chris. DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph. In International Bibliometric Information Retrieval Workshp @ ECIR 2023.

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