Research Projects
Selected research systems and applied ML/LLM projects.
Perspectra: Choosing Your Experts Enhances Critical Thinking in Multi-Agent Research Ideation
Featured 🏆 Best Paper Honorable Mention Research lead • 2026
Multi-agent research ideation system exploring how expert selection influences critical thinking. Published at CHI'26.
LLMHCImulti-agentAI for Critical Thinking
DispatcherLLM: Emotional Support in Public Service Dispatch
Research Lead • 2023-2025
Fine-tuned Llama-2 model to generate supportive responses for community safety reporting with real-world deployment. Published at CSCW25.
LLMpublic-safetydialogue
PersonaFlow: Research Ideation with LLM Expert Personas
Featured Lead researcher and full-stack developer • 2024-2025
Interactive system for persona-driven multi-agent research ideation that increases relevance and creativity while improving user agency. Published at DIS25.
LLMHCIresearch-ideationmulti-agent
Sphere: LLM-based Q&A Agent for Academic Conferences
Full-stack developer • 2024-2025
Full-stack web application using intent classification, web search, and RAG to answer conference queries in real time.
LLMRAGfull-stack
YouthSafe: Risk Detection for Youth-GenAI Interaction
Researcher • 2024-2025
Youth-centered safety benchmark and real-time safeguard model for detecting youth-specific risks in LLM interactions. Published at CCS25.
LLM-safetyyouthrisk-detection