
Oddin: Latent Visual Reasoning in Unified Multimodal Models via Self-Distillation from Image Generation
Jaeyong Ko*,
Hankyeol Kim*, Pilsung Kang
(* equal contribution)
LVR @ WACV 2027 Workshop
A unified multimodal model framework that replaces computationally expensive intermediate image generation with compact latent tokens during interleaved text–visual reasoning.

FinLifeBench: Exhaustive Life-Event History and Financial-State Reconstruction from Longitudinal Banking Dialogue
Hangyeul Lee,
Juyoung Oh,
Jaeyong Ko,
Sunmin Kim,
Jaeik Park,
Hyunkyu Kim,
Jungmin Son, Pilsung Kang
ACM International Conference on AI in Finance (ICAIF 2026)
A benchmark for exhaustive life-event history extraction and financial-state reconstruction from longitudinal banking dialogues.

Cliff Tokens: Analyzing Failure Trigger Tokens in LLM Mathematical Reasoning
Jaeyong Ko, Jinu Lee, Pilsung Kang, Yukyung Lee
arXiv preprint arXiv:2606.25524 2026
Identifies single-token triggers that can sharply change the success or failure of LLM mathematical reasoning, supporting fine-grained analysis of reasoning reliability.
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