3 papers
cs.SE2026
Converted, Not Equivalent: Benchmarking Codebase Conversion via Observational Equivalence
Linxin Song, Jiefeng Chen, Yue Huang +5
Coding agents increasingly act as codebase-scale collaborators that can assist with codebase conversion, but this progress has exposed a critical weakness: agents often over-trust…
cs.AI2026
Indexing the Unreadable: LLM-Native Recursive Construction and Search of Service Taxonomies
Wei Zheng, Yang Yan, Yiyang Shao +6
The era of the Internet of Agents (IoA) is taking shape: LLM agents are expected to fulfill user goals by orchestrating fast-growing populations of Model Context Protocol (MCP) ser…
cs.LG2025
BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute
Dujian Ding, Ankur Mallick, Shaokun Zhang +7
Large language models (LLMs) are powerful tools but are often expensive to deploy at scale. LLM query routing mitigates this by dynamically assigning queries to models of varying c…