Search Results for author: Luyang Kong

Found 6 papers, 0 papers with code

Neural Locality Sensitive Hashing for Entity Blocking

no code implementations31 Jan 2024 Runhui Wang, Luyang Kong, Yefan Tao, Andrew Borthwick, Davor Golac, Henrik Johnson, Shadie Hijazi, Dong Deng, Yongfeng Zhang

We assess the effectiveness of this approach within the context of the entity resolution problem, which frequently involves the use of task-specific metrics in real-world applications.

Blocking

Entity Anchored ICD Coding

no code implementations15 Aug 2022 Jay DeYoung, Han-Chin Shing, Luyang Kong, Christopher Winestock, Chaitanya Shivade

Medical coding is a complex task, requiring assignment of a subset of over 72, 000 ICD codes to a patient's notes.

Kronecker Factorization for Preventing Catastrophic Forgetting in Large-scale Medical Entity Linking

no code implementations11 Nov 2021 Denis Jered McInerney, Luyang Kong, Kristjan Arumae, Byron Wallace, Parminder Bhatia

Elastic Weight Consolidation is a recently proposed method to address this issue, but scaling this approach to the modern large models used in practice requires making strong independence assumptions about model parameters, limiting its effectiveness.

Entity Linking Multi-Task Learning

Using generative adversarial networks to synthesize artificial financial datasets

no code implementations6 Feb 2020 Dmitry Efimov, Di Xu, Luyang Kong, Alexey Nefedov, Archana Anandakrishnan

Generative Adversarial Networks (GANs) became very popular for generation of realistically looking images.

Benchmarking

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