Minghui Pan
Experience
ACL 2026Co-First Author - Accepted, Findings
2025.09 — 2026.01- Proposed a streaming hallucination detector for long chain-of-thought (CoT) reasoning in large reasoning models (LRMs), enabling online identification of both step-level hallucinations and cumulative hallucination states
- Introduced relative-position-aware gating to improve late-stage CoT hallucination detection under long-context accumulation
ACL 2026 Industry TrackCo-First Author
2025.12 — 2026.02- Developed One-Eval, an agentic LLM evaluation system under PKU DCAI Lab's DataFlow project
- Converted natural-language requests into executable evaluation workflows via NL2Bench, BenchResolve, and task-aware metric reporting with human-in-the-loop checkpoints
- Open-source repository has gained 100+ GitHub stars
CVPR 2026Fourth Author
2025.07 — 2025.11- Studied hallucination in multimodal large reasoning models (MLRMs) by analyzing staged functional specialization of attention heads, identifying perceptual bias and reasoning drift
- Verified core early-stage experiments and produced all figures and visualizations
- Evaluated a lightweight, model-agnostic plugin based on functional head identification and class-conditioned rescaling
ICASSP 2026Fourth Author
2025.07 — 2025.09- Proposed CorrEctor, an execute-to-correct paradigm for efficient and secure LLM inference
- Offloads privacy-obfuscated inputs to untrusted GPUs with parallel verification and correction in trusted environments
- Achieves 1.36x-3.55x speedup over CPU-based TEE baselines with accuracy comparable to plaintext inference
IIE, CASResearch Assistant
2025.07 — 2025.09- Assisted in the design and implementation of experiments for secure and efficient LLM inference research
- Contributed to the full experimental pipeline and evaluation
Skills
Achievements & Awards:
National First Prize - Chinese Mathematics Competitions (CMC), First Prize (Beijing) - National College Students Engineering Innovation Competition, National Merit Award - National College Students Engineering Robot Competition, Third Prize (Beijing) - Challenge Cup, Beijing Regional Contest