The Dual-Channel Semantics-Enhanced Network (DCSENet) is proposed, a novel dual-channel framework that explicitly incorporates context-rich clinical narratives knowledge and introduces an attention-map-based knowledge distillation mechanism that efficiently transfers semantic knowledge from the LMs into an identifier-b...
Jia-Wei Wen, Jia-Bao Guo, Z. Bai et al.· Proceedings of the Thirty-Fi...· 0 citations
This work introduces the Text-to-Flux task and proposes FluxEngine, a novel automated pipeline for dataset construction, and provides the essential infrastructure to foster future research in NLI for TSDBs.
Xuefeng Wu, Yuan-Feng Song, Jia-Wei Wen et al.· Proceedings of the 32nd ACM...· 0 citations
The proliferation of IoT and real-time monitoring has established Time-Series Databases (TSDBs) like InfluxDB as critical infrastructure. However, their functional query languages (e.g., Flux) present a steep learning curve, hindering data accessibility for non-experts. While Natural Language Interfaces (NLIs) offer a...
Xuefeng Wu, Yuanfeng Song, Jiawei Wen et al.· Proceedings of the 32nd ACM...· 0 citations
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