Papers by Nikki Van Ommeren
Semantic search with domain-specific word-embedding and production monitoring in Fintech (2020.coling-demos)
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| Challenge: | a novel system with domain-specific custom language models for accurate search terms expansion addresses several challenges faced in an industry-setting . many industry-grade search engines exist, but their accuracy can be sub-optimal due to domain specificity and terms provided by the users. |
| Approach: | They propose an end-to-end information retrieval system with domain-specific custom language models for accurate search terms expansion. |
| Outcome: | The proposed system is used in risk management and has wide applicability to other domains. |