Yi-Cheng Wang

Data Scientist

https://talent.gravityer.com/yi-cheng-wang

National Taiwan University

Key Strengths

Strong academic background in Data Science and NLP, evidenced by multiple research projects and publications.
Proficiency in Python for data science, machine learning, and deep learning tasks.
Experience with advanced NLP techniques (RAG, Named Entity Correction, Dense Passage Retrieval, Generative IR).
Exposure to multimodal data processing and graph-based methods (MegaRAG).
Demonstrated ability to work on complex, research-oriented projects.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's project portfolio is heavily skewed towards academic research and personal projects, indicating a strong drive for technical exploration and problem-solving. However, the lack of diverse professional experience outside of academia and limited information on collaborative projects makes it difficult to fully assess cultural fit for a typical industry role. The projects align well with a research-heavy Data Scientist role, but might require adaptation for product-focused environments.

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. The candidate's profile primarily highlights technical project work and academic research.

AI is analyzing your overall score…

Identifying your key strengths…

Evaluating your skill match against the job requirements…

Assessing your cultural and operational fit

Projects

AOS_Final

June 10, 2026 – Present

AOS_Final — GitHub repository

View Project

ICG_Final

May 28, 2026 – Present

ICG_Final — GitHub repository

View Project

3DCV_2025_Final

December 18, 2025 – December 21, 2025

3DCV_2025_Final — GitHub repository

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FinLongDocQA

October 30, 2025 – Present

Numerical Reasoning across Tables and Texts for Document-Level Financial Question Answering

View Project

MegaRAG

August 14, 2025 – Present

[ACL 2026] MegaRAG: Multimodal Graph-based RAG

View Project

dpr

April 3, 2024 – April 3, 2024

Dense Passage Retriever (fork from https://github.com/facebookresearch/DPR)

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Dancer

April 11, 2023 – April 4, 2024

[COLING 2024] Named Entity Correctior for ASR system.

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model-based-indexer

December 21, 2022 – January 13, 2024

Generative IR

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Simple-HmmGmm

January 23, 2022 – February 28, 2024

Simple HMM implementation

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Summary-Demo

January 18, 2022 – February 5, 2022

簡易的文章摘要系統

View Project

Key Strengths

Strong academic background in Data Science and NLP, evidenced by multiple research projects and publications.
Proficiency in Python for data science, machine learning, and deep learning tasks.
Experience with advanced NLP techniques (RAG, Named Entity Correction, Dense Passage Retrieval, Generative IR).
Exposure to multimodal data processing and graph-based methods (MegaRAG).
Demonstrated ability to work on complex, research-oriented projects.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. The candidate's profile primarily highlights technical project work and academic research.

Yi-Cheng Wang

Key Strengths

Cultural & Operational Fit

Top Skills

Skills

Experience

Projects

Key Strengths

Cultural & Operational Fit