6 papers · 1 filter
Intent-Triggered Anchoring for Multi-Token Format Units in Parallel Decoding of Diffusion Language Models
Junhyeok Lee, Kyu Sung Choi
In parallel decoding, diffusion language models commit several tokens per forward pass, so co-committed tokens cannot see each other, breaking multi-token format units that parsers…
MMed-Bench-IR: A Heterogeneous Benchmark for Multilingual Medical Information Retrieval
Junhyeok Lee, Han Jang, Hyeonjin Goh +1
Retrieval-augmented generation (RAG) in clinical settings increasingly requires multilingual retrieval against predominantly English evidence corpora. Multilingual medical retrieva…
MedLayBench-V: A Large-Scale Benchmark for Expert-Lay Semantic Alignment in Medical Vision Language Models
Han Jang, Junhyeok Lee, Heeseong Eum +1
Medical Vision-Language Models (Med-VLMs) have achieved expert-level proficiency in interpreting diagnostic imaging. However, current models are predominantly trained on profession…
Limited Stereotype Control Through Routing Reweighting in MoE Language Models
Junhyeok Lee, Han Jang, Kyu Sung Choi
Demographic prompts are routed differently from neutral prompts in Mixture-of-Experts (MoE) language models, motivating tests of routing-level stereotype control. We introduce Fair…
SciZoom: A Large-scale Benchmark for Hierarchical Scientific Summarization across the LLM Era
Han Jang, Junhyeok Lee, Kyu Sung Choi
The explosive growth of AI research has created unprecedented information overload, increasing the demand for scientific summarization at multiple levels of granularity beyond trad…
MPIB: A Benchmark for Medical Prompt Injection Attacks and Clinical Safety in LLMs
Junhyeok Lee, Han Jang, Kyu Sung Choi
Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) systems are increasingly integrated into clinical workflows. However, prompt injection attacks can steer these…