Papers by Minju Hong
Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning (2025.emnlp-main)
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| Challenge: | Recent studies show that large language models exhibit a limited understanding of commonsense reasoning due to the necessity of implicit knowledge that is rarely expressed in text. |
| Approach: | They propose a retrieval-augmented knowledge connection framework that transforms indirectly relevant documents into a direct explanation to answer a given question. |
| Outcome: | The proposed framework outperforms state-of-the-art (SOTA) benchmarks and achieves +2.0% and +4.6% average accuracy on in-domain (ID) and out-of domain (OOD) benchmark. |