Dynamic Knowledge Graph Document Structuring
.%20However%2C%20they%20are%20not%20inherently%20designed%20for%20query%20generation.%20To%20bridge%20this%20gap%2C%20solutions%20have%20been%20proposed%20that%20rely%20on%20fine-tuning%20or%20ad-hoc%20architectures%2C%20achieving%20good%20results%20but%20limited%20out-of-domain%20distribution%20generalization.%20In%20this%20study%2C%20we%20introduce%20a%20novel%20approach%20called%20Dynamic%20Few-Shot%20Learning%20(DFSL).%20DFSL%20integrates%20the%20efficiency%20of%20in-context%20learning%20and%20semantic%20similarity%20and%20provides%20a%20generally%20applicable%20solution%20for%20KGQA%20with%20state-of-the-art%20performance.%20We%20run%20an%20extensive%20evaluation%20across%20multiple%20benchmark%20datasets%20and%20architecture%20configurations.)
![[2310.04835] On the Evolution of Knowledge Graphs: A Survey and Perspective](https://ar5iv.labs.arxiv.org/html/2310.04835/assets/img/fig_kgs.png)
![[2310.04835] On the Evolution of Knowledge Graphs: A Survey and Perspective](https://ar5iv.labs.arxiv.org/html/2310.04835/assets/img/fig_sub.png)
![[2310.04835] On the Evolution of Knowledge Graphs: A Survey and Perspective](https://ar5iv.labs.arxiv.org/html/2310.04835/assets/img/fig_dkg.png)
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