2 papers
cs.AI2026
MCPEvol-Bench: Benchmarking LLM Agent Performance Across Dynamic Evolutions of MCP Servers
Huanxi Liu, Kun Hu, Jiaqi Liao +6
As Model Context Protocol (MCP) servers emerge as the core infrastructure for connecting LLMs with external tools, existing benchmarks leverage real-world MCP servers to evaluate L…
cs.SE2024
AutoFeedback: An LLM-based Framework for Efficient and Accurate API Request Generation
Huanxi Liu, Jiaqi Liao, Dawei Feng +2
Large Language Models (LLMs) leverage external tools primarily through generating the API request to enhance task completion efficiency. The accuracy of API request generation sign…