Papers with Contextualized Commonsense Knowledge Graphs
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation Tasks (2023.acl-long)
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| Challenge: | Arguments often do not make explicit how a conclusion follows from its premises . we present a method for constructing Contextualized Commonsense Knowledge Graphs (CCKGs) that is efficient and high-quality . |
| Approach: | They propose an unsupervised method for constructing Contextualized Commonsense Knowledge Graphs (CCKGs) they use triplet similarities to extract contextually relevant knowledge paths . |
| Outcome: | The proposed method outperforms baselines and a GPT-3 based system in a knowledge-intense argumentation task. |