Joon Kim
Joon Kim is an AI builder whose work connects enterprise language models with document parsing. He worked in machine learning at Bloomberg from 2019 to 2022, then joined Cohere's technical staff. At Cohere, he coauthored a 2023 guide to fine-tuning Command models and the 2025 Command A report, which describes a model supporting 23 languages. He coauthored Extend's RealDoc-Bench, a 2026 benchmark for document structure and field-level question answering. As of October 2026, he contributes to Extend's document-parsing work.
- Now at
- Extend
- Badges
Timeline
-
September 2016–May 2019
Teaching at Maryland
He works as an undergraduate teaching assistant at the University of Maryland from September 2016 to May 2019.
-
June 2019–July 2022
Machine learning at Bloomberg
He works as a machine learning engineer at Bloomberg from June 2019 to July 2022.
-
July 2022–January 2026
Technical staff at Cohere
He serves as a senior member of technical staff at Cohere from July 2022 through January 2026.
-
June 2023
Custom Command models
In June 2023, he is a Member of Technical Staff at Cohere and coauthors its guide to fine-tuning custom Command models. The guide explains how to set up fine-tuning.
-
2025
Command A technical report
In 2025, he coauthors Cohere's Command A technical report. It describes an agent-optimised multilingual model that supports 23 languages of global business.
-
May 2026
RealDoc-Bench for agents
In May 2026, he and three colleagues publish Extend's RealDoc-Bench article. The benchmark tests whether parsers preserve the structure that document agents need.
-
June 2026
Field-level document evaluation
In June 2026, he coauthors the RealDocBench preprint, which defines a question-answering track with 1,356 field-level questions across 581 documents in four domains. It evaluates eighteen systems and reports accuracy alongside per-page cost and cache-busted latency.
-
As of October 2026
Document research at Extend
As of October 2026, he contributes to Extend's document-parsing work. In September 2026, he coauthors an update to the RealDoc-Bench dataset card that adds a provenance manifest and clarifies license scope.
Career
- NowExtend
- 2022–2026CohereSenior Member of Technical Staff
- 2019–2022BloombergMachine Learning Engineer
- 2016–2019University of MarylandUndergraduate Teaching Assistant
Sources and credits
Photo: We have no published photo of Joon Kim yet. Send us a free-licensed photo.
- Joon Kim's email & phone number - Founding Machine Learning Engineer at Extend | SignalHire
- How to Create Custom Command Models
- Command A: An Enterprise-Ready Large Language Model
- RealDoc-Bench: A Real-World Benchmark for Document Agents
- RealDocBench: A Benchmark for Field-Level QA and Layout Understanding on Real-World Regulated Documents
- RealDocBench: A Benchmark for Field-Level QA and Layout Understanding on Real-World Regulated Documents
- Add document provenance manifest and clarify license scope (#7) · Extend-AI/RealDoc-Bench at 08dde9d


