Search Results for author: JinYeong Bak

Found 17 papers, 10 papers with code

PEMA: An Offsite-Tunable Plug-in External Memory Adaptation for Language Models

1 code implementation14 Nov 2023 HyunJin Kim, Young Jin Kim, JinYeong Bak

PEMA integrates with context representations from test data during inference to perform downstream tasks.

Machine Translation Sentence +1

From Values to Opinions: Predicting Human Behaviors and Stances Using Value-Injected Large Language Models

1 code implementation27 Oct 2023 Dongjun Kang, Joonsuk Park, Yohan Jo, JinYeong Bak

Being able to predict people's opinions on issues and behaviors in realistic scenarios can be helpful in various domains, such as politics and marketing.

Marketing Question Answering

Diversity Enhanced Narrative Question Generation for Storybooks

1 code implementation25 Oct 2023 Hokeun Yoon, JinYeong Bak

To validate the answerability of the generated questions, we employ a SQuAD2. 0 fine-tuned question answering model, classifying the questions as answerable or not.

Question Answering Question Generation +1

Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture

1 code implementation4 Oct 2023 Sangjun Park, JinYeong Bak

Transformer-based models still face the structural limitation of fixed context length in processing long sequence input despite their effectiveness in various fields.

Language Modelling text-classification +1

HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient Korea

1 code implementation Findings (NAACL) 2022 Haneul Yoo, Jiho Jin, Juhee Son, JinYeong Bak, Kyunghyun Cho, Alice Oh

Historical records in Korea before the 20th century were primarily written in Hanja, an extinct language based on Chinese characters and not understood by modern Korean or Chinese speakers.

named-entity-recognition Named Entity Recognition +3

Translating Hanja Historical Documents to Contemporary Korean and English

no code implementations20 May 2022 Juhee Son, Jiho Jin, Haneul Yoo, JinYeong Bak, Kyunghyun Cho, Alice Oh

Built on top of multilingual neural machine translation, H2KE learns to translate a historical document written in Hanja, from both a full dataset of outdated Korean translation and a small dataset of more recently translated contemporary Korean and English.

Machine Translation Translation

Controlled Molecule Generator for Optimizing Multiple Chemical Properties

1 code implementation26 Oct 2020 Bonggun Shin, Sungsoo Park, JinYeong Bak, Joyce C. Ho

Generating a novel and optimized molecule with desired chemical properties is an essential part of the drug discovery process.

Drug Discovery Property Prediction +1

Speaker Sensitive Response Evaluation Model

1 code implementation ACL 2020 JinYeong Bak, Alice Oh

We provide our code and the learned parameters so that they can be used for automatic evaluation of dialogue response generation models.

Response Generation

Variational Hierarchical User-based Conversation Model

1 code implementation IJCNLP 2019 JinYeong Bak, Alice Oh

To overcome this limitation, we propose a new model with a stochastic variable designed to capture the speaker information and deliver it to the conversational context.

Response Generation

Conversational Decision-Making Model for Predicting the King's Decision in the Annals of the Joseon Dynasty

no code implementations EMNLP 2018 JinYeong Bak, Alice Oh

Styles of leaders when they make decisions in groups vary, and the different styles affect the performance of the group.

Decision Making

Rotated Word Vector Representations and their Interpretability

1 code implementation EMNLP 2017 Sungjoon Park, JinYeong Bak, Alice Oh

We apply several rotation algorithms to the vector representation of words to improve the interpretability.

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