Mitigating Taint-Style Vulnerabilities in MCP Servers Via Security-Aware Tool Descriptions

Large language models LLMs are increasingly deployed as autonomous agents that interact with external tools and services via the Model Context Protocol MCP, a standardized interface for dynamic tool invocation. While MCP simplifies integration, it also expands the attack surface and enables gener...

From Thinking to Output: Chain-Of-Thought and Text Generation Characteristics in Reasoning Language Models

Recently, there have been notable advancements in large language models LLMs, demonstrating their growing abilities in complex reasoning. However, existing research largely overlooks a thorough and systematic comparison of these models' reasoning processes and outputs, particularly regarding thei...