Search Results for author: Jiwoo Lee

Found 5 papers, 1 papers with code

Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks

no code implementations30 Mar 2024 Hyunjae Kim, Hyeon Hwang, Jiwoo Lee, Sihyeon Park, Dain Kim, Taewhoo Lee, Chanwoong Yoon, Jiwoong Sohn, Donghee Choi, Jaewoo Kang

While recent advancements in commercial large language models (LM) have shown promising results in medical tasks, their closed-source nature poses significant privacy and security concerns, hindering their widespread use in the medical field.

Instruction Following

Pragmatic Competence Evaluation of Large Language Models for Korean

no code implementations19 Mar 2024 Dojun Park, Jiwoo Lee, Hyeyun Jeong, Seohyun Park, Sungeun Lee

The current evaluation of Large Language Models (LLMs) predominantly relies on benchmarks focusing on their embedded knowledge by testing through multiple-choice questions (MCQs), a format inherently suited for automated evaluation.

Few-Shot Learning Multiple-choice

Conditional Temporal Neural Processes with Covariance Loss

1 code implementation ICML 2021 Boseon Yoo, Jiwoo Lee, Janghoon Ju, Seijun Chung, Soyeon Kim, Jaesik Choi

We introduce a novel loss function, Covariance Loss, which is conceptually equivalent to conditional neural processes and has a form of regularization so that is applicable to many kinds of neural networks.

Time Series Forecasting Traffic Prediction

Improving seasonal forecast using probabilistic deep learning

no code implementations27 Oct 2020 Baoxiang Pan, Gemma J. Anderson, Andre Goncalves, Donald D. Lucas, CEline J. W. Bonfils, Jiwoo Lee

We apply this probabilistic forecast methodology to quantify the impacts of initialization errors and model formulation deficiencies in a dynamical seasonal forecasting system.

Benchmarking Probabilistic Deep Learning

Deep-dust: Predicting concentrations of fine dust in Seoul using LSTM

no code implementations29 Jan 2019 Sookyung Kim, Jungmin M. Lee, Jiwoo Lee, Jihoon Seo

Polluting fine dusts in South Korea which are mainly consisted of biomass burning and fugitive dust blown from dust belt is significant problem these days.

Time Series Time Series Analysis

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