4 papers · 1 filter
Beyond Query Similarity: Safety-Conditioned Cache Routing for LLM Response Reuse
Shilong Pan, Zhiliang Tian, Weiguo Chen +2
Semantic response caching reuses a cached response for a semantically similar query to improve LLM inference efficiency. However, query similarity alone can lead to unsafe reuse wh…
Tail-risk-aware Agent Safety: Constraining Tail Risks Across Multi-step LLM Agent Workflows
Shilong Pan, Zhiliang Tian, Zihan Chen +3
LLM-based agents extend LLMs with tool calls, memory, planning, and retrieval to act in external environments, but they are vulnerable to attacks at different workflow steps. Exist…
RLJP: Legal Judgment Prediction via First-Order Logic Rule-enhanced with Large Language Models
Yue Zhang, Zhiliang Tian, Shicheng Zhou +7
Legal Judgment Prediction (LJP) is a pivotal task in legal AI. Existing semantic-enhanced LJP models integrate judicial precedents and legal knowledge for high performance. But the…
360REA: Towards A Reusable Experience Accumulation with 360° Assessment for Multi-Agent System
Shen Gao, Hao Li, Chengrui Huang +4
Large language model agents have demonstrated remarkable advancements across various complex tasks. Recent works focus on optimizing the agent team or employing self-reflection to…