---
title: "Edward Choi — author profile and papers — Elamur Research"
description: "Edward Choi, Korea Advanced Institute of Science and Technology: 2 papers on Elamur Research (2025–2026), h-index 29 — affiliations…"
canonical: "https://research.elamur.ai/free/en/authors/edward-choi/"
---
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# Edward Choi

Edward Choi has 2 papers in our library, in 2025–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Grammatical error correction & learner language](https://md.research.elamur.ai/free/en/topics/grammatical-error-correction/); often with [Alice Oh](https://md.research.elamur.ai/free/en/authors/alice-oh/), [Thomas Demeester](https://md.research.elamur.ai/free/en/authors/thomas-demeester/).

2 papers in our library · 2025–2026

[OpenAlex](https://openalex.org/A5034622258) · [ORCID](https://orcid.org/0000-0002-5958-3509) · [**h-index 29**](https://openalex.org/authors/A5034622258) · [126 works](https://openalex.org/works?filter=author.id:A5034622258) · [6,326 citations](https://openalex.org/works?filter=author.id:A5034622258&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/edward-choi/#papers) · [🔗 Cited 15 times in our library](https://md.research.elamur.ai/free/en/authors/edward-choi/cited-by/) · [2 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #10697](https://md.research.elamur.ai/free/en/paper-stars/page/107/#star-10697)

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Edward+Choi) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Edward+Choi) · [dblp](https://dblp.org/search?q=Edward+Choi) · [ACL Anthology](https://aclanthology.org/search/?q=Edward+Choi)

## Affiliations

[🎓**Korea Advanced Institute of Science and Technology** Daejeon · South Korea 2020–2026 · 66 papers*current*](https://md.research.elamur.ai/free/en/universities/korea-advanced-institute-of-science-and-technology/) · [🎓**Georgia Institute of Technology** Atlanta · United States 2015–2019 · 13 papers](https://md.research.elamur.ai/free/en/universities/georgia-institute-of-technology/) · [🏢**Google** Mountain View · United States 2019–2022 · 4 papers](https://md.research.elamur.ai/free/en/companies/google/) · [🏢**NAVER Cloud** Seongnam-si · South Korea 2022–2025 · 3 papers](https://md.research.elamur.ai/free/en/companies/naver-cloud/) · [🏢**Naver** Seongnam-si · South Korea 2022–2024 · 3 papers](https://md.research.elamur.ai/free/en/companies/naver/) · [🎓**Yonsei University** Seoul · South Korea 2023–2024 · 2 papers](https://md.research.elamur.ai/free/en/universities/yonsei-university/) · [🏢**Amazon** Seattle · United States 2023 · 2 papers](https://md.research.elamur.ai/free/en/companies/amazon/) · [🎓**University of California, Berkeley** Berkeley · United States 2021–2022 · 2 papers](https://md.research.elamur.ai/free/en/universities/university-of-california-berkeley/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 6 more institutions on single bylines are not listed.

## Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 7 The field of science this work belongs to (OpenAlex fields).[Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Health Informatics · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/)

🧭 Topics 4 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) · [English · 1 work](https://md.research.elamur.ai/free/en/topics/english/) · [Grammatical error correction & learner language · 1 work](https://md.research.elamur.ai/free/en/topics/grammatical-error-correction/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/)

## Works by year

### 2020s

[**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/edward-choi/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/edward-choi/year/2025/)

## Papers

The most cited first (OpenAlex and our library).

1. **[Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varieties](https://md.research.elamur.ai/free/en/papers/lee-2025-trans-env-framework-evaluating-linguistic/)** *(2025 · 3 citations)* LLM benchmarks are written almost entirely in Standard American English (SAE), so it is unclear how well models serve people who use regional dialects or write English as a second language (ESL). The authors built Trans-EnV, a pipeline that rewrites existing SAE benchmark items into a chosen English variety.
2. **[Modeling Clinical Uncertainty in Radiology Reports: From Explicit Uncertainty Markers to Implicit Reasoning Pathways](https://md.research.elamur.ai/free/en/papers/rabaey-2026-modeling-clinical-uncertainty-radiology-reports/)** *(2026 · 1 citation)* Chest X-ray reports carry two kinds of uncertainty that structuring pipelines usually miss. The first is explicit: radiologists hedge with words like "likely" or "cannot be excluded", and how strong that hedge is depends on context. The second is implicit: reports often state only a diagnosis and leave out the…

## All works

4 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

1. **[Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer ↗](https://doi.org/10.1609/aaai.v34i01.5400) Proceedings of the AAAI Conference on Artificial Intelligence · no summary yet**Edward Choi et al.*2020 · 256 citations*
2. **[Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varieties](https://md.research.elamur.ai/free/en/papers/lee-2025-trans-env-framework-evaluating-linguistic/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Jiyoung Lee, Seungho Kim, Jieun Han, et al.*2025 · 3 citations*
3. **[Modeling Clinical Uncertainty in Radiology Reports: From Explicit Uncertainty Markers to Implicit Reasoning Pathways](https://md.research.elamur.ai/free/en/papers/rabaey-2026-modeling-clinical-uncertainty-radiology-reports/) [Language Resources and Evaluation Conference (LREC)](https://md.research.elamur.ai/free/en/venues/lrec/)**Paloma Rabaey, Jong Hak Moon, Jung-Oh Lee, et al.*2026 · 1 citation*
4. **[Rethinking Style Transformer with Energy-based Interpretation: Adversarial Unsupervised Style Transfer using a Pretrained Model ↗](https://aclanthology.org/2022.emnlp-main.366/) Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing · no summary yet**Hojun Cho et al.*2022*

## Co-authors here

2 co-authors with a page, the most papers together first.

- [Alice Oh](https://md.research.elamur.ai/free/en/authors/alice-oh/)
- [Thomas Demeester](https://md.research.elamur.ai/free/en/authors/thomas-demeester/)

## Venues

Where their works here were published, the most works first, with the editions of those that have a page.

- [Language Resources and Evaluation Conference (LREC)](https://md.research.elamur.ai/free/en/venues/lrec/): [LREC 2026](https://md.research.elamur.ai/free/en/venues/lrec/2026/)
- [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/): [NeurIPS 2025](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/2025/)
- Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing
- Proceedings of the AAAI Conference on Artificial Intelligence

## Cited by

Papers of our library cite their works 15 times (of the 149,439 papers whose bibliographies we read); [5 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/edward-choi/cited-by/).

Updated 30 October 2026
