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About D R V K B: Ifferentiable Easoning Over A Irtual Nowledge ASE
This document presents DrKIT, a neural module that can answer complex multi-hop questions over text by treating the text as a virtual knowledge base. DrKIT recursively executes a "soft" operation to follow relations between entity mentions in the text. It uses a combination of sparse matrices and maximum inner product search on contextual representations of entity mentions, allowing it to be trained end-to-end using gradient methods. Experimental results show DrKIT outperforms prior work on multi-hop question answering and information retrieval tasks using text.
Detailed Information
| Author: | ['Mihai Ilie'] |
|---|---|
| Publication Year: | 2020 |
| Pages: | 16 |
| Language: | English |
| Format: | |
| Price: | FREE |
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