Yukyung Lee
Yukyung Lee
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A Gradient Accumulation Method for Dense Retriever under Memory Constraint
InfoNCE loss is commonly used to train dense retriever in information retrieval tasks. It is well known that a large batch is essential …
Jaehee Kim
,
Yukyung Lee
,
Pilsung Kang
Jun 18, 2024
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Navigating the Path of Writing: Outline-guided Text Generation with Large Language Models
Large Language Models (LLMs) have significantly impacted the writing process, enabling collaborative content creation and enhancing …
Yukyung Lee
,
Soonwon Ka
,
Bokyung Son
,
Pilsung Kang
,
Jaewook Kang
Apr 2, 2024
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CheckEval: Robust Evaluation Framework using Large Language Model via Checklist
We introduce CheckEval, a novel evaluation framework using Large Language Models, addressing the challenges of ambiguity and …
Yukyung Lee
,
Joonghoon Kim
,
Jaehee Kim
,
Hyowon Cho
,
Pilsung Kang
Mar 25, 2024
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DSTEA: Improving Dialogue State Tracking via Entity Adaptive Pre-training
Dialogue state tracking (DST) aims to extract essential information from multi-turn dialog situations and take appropriate actions. A …
Yukyung Lee
,
Takyoung Kim
,
Hoonsang Yoon
,
Pilsung Kang
,
Junseong Bang
,
Misuk Kim
Feb 17, 2024
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RAPID: Training-free Retrieval-based Log Anomaly Detection with PLM considering Token-level information
As the IT industry advances, system log data becomes increasingly crucial. Many computer systems rely on log texts for management due …
Gunho No
,
Yukyung Lee
,
Hyeongwon Kang
,
Pilsung Kang
Jan 1, 2024
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LAnoBERT: System log anomaly detection based on BERT masked language model
The system log generated in a computer system refers to large-scale data that are collected simultaneously and used as the basic data …
Yukyung Lee
,
Jina Kim
,
Pilsung Kang
Oct 1, 2023
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Painsight: An Extendable Opinion Mining Framework for Detecting Pain Points Based on Online Customer Reviews
As the e-commerce market continues to expand and online transactions proliferate, customer reviews have emerged as a critical element …
Yukyung Lee
,
Jaehee Kim
,
Doyoon Kim
,
Yookyung Kho
,
Pilsung Kang
Jul 1, 2023
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Oh My Mistake!: Toward Realistic Dialogue State Tracking including Turnback Utterances
The primary purpose of dialogue state tracking(DST), a critical component of an end-toend conversational system, is to build a model …
Takyoung Kim
,
Yukyung Lee
,
Hoonsang Yoon
,
Pilsung Kang
,
Junseong Bang
,
Misuk Kim
Dec 1, 2022
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Mismatch between Multi-turn Dialogue and its Evaluation Metric in Dialogue State Tracking
Dialogue state tracking (DST) aims to extract essential information from multi-turn dialog situations and take appropriate actions. A …
Takyoung Kim
,
Hoonsang Yoon
,
Yukyung Lee
,
Pilsung Kang
,
Misuk Kim
May 1, 2022
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Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERT
In this paper, we propose Multi2OIE, which performs open information extraction (open IE) by combining BERT with multi-head attention. …
Youngbin Ro
,
Yukyung Lee
,
Pilsung Kang
Nov 1, 2020
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