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A passionate NLP engineer from South Korea 🇰🇷

About Me

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🧐 Interests

I am currently a master's student at the Kim Jaechul Graduate School of AI, where I am fortunate to be advised by James Thorne. Before joining KAIST, I was a NLP engineer in SK Inc. C&C, and I received my bachelor's degree at UC Berkeley, majoring in Statistics.

I believe language plays a pivotal role in transferring knowledge. While humans appeared on Earth millions of years ago, civilization has only been built for thousands of years. It has only been in the last few hundred years that humans have made significant strides by accumulating knowledge through language. In other words, language enables people to think collectively beyond time and space. If we can expedite the sharing of knowledge by incorporating language into machines, it will be possible for humans to make further progress.

My primary interests lie in Information Retrieval (IR) and Question Answering (QA). I believe that every form of language (conversations, audio, text) can be reformulated as question + (external information) = answer format. This external information might include facial expressions, the speaker's tone, and contexts. With this perspective, I am particularly eager to delve deeper into areas described below:

  1. Information Retrieval

    • Information Retrieval encompasses a range of intriguing topics, such as Open-Domain Question Answering (ODQA), Multi-hop reasoning, and more.
    • Let's search for information that can help align with the user's intention.
  2. Fact Verification

    • Answering questions based on misleading information can have detrimental effects on society.
    • How can a model effectively discern facts from non-facts?
  3. Hallucination (Confabulation)

    • No definitive solutions have been found yet
    • Some potential remedies include prompting, ICL (In-Context Learning), and the utilization of external knowledge sources.
    • How might we effectively resolve this problem?

🛠  Tech Stack

Python  R  TensorFlow  PyTorch  FastAPI  Flask  MongoDB  MySQL  AWS  Google_Cloud 

Blog Post

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Contacts

Philhoon, Oh's Projects

awesome-cv icon awesome-cv

:page_facing_up: Awesome CV is LaTeX template for your outstanding job application

contriever icon contriever

Contriever: Unsupervised Dense Information Retrieval with Contrastive Learning

dpr icon dpr

Dense Passage Retriever - is a set of tools and models for open domain Q&A task.

gptq icon gptq

Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".

kce icon kce

Temporary Knowledge Corpus Error

kilt icon kilt

Library for Knowledge Intensive Language Tasks

nougat icon nougat

Implementation of Nougat Neural Optical Understanding for Academic Documents

os icon os

Operating System Study

seal icon seal

Search Engines with Autoregressive Language models

tdc2023-starter-kit icon tdc2023-starter-kit

This is the starter kit for the Trojan Detection Challenge 2023 (LLM Edition), a NeurIPS 2023 competition.

transformers icon transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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