3 papers
cs.CL2026
Enrich-Retrieve-Rank: Scaling Capability Discovery Beyond In-Context Routing
Nazib Sorathiya, Daniel Zhang, Bardiya Akhbari
Agent ecosystems now include thousands of MATS components (Models, Agents, Tools, and Skills), yet their discovery still relies on in-context routing. These systems read a registry…
cs.AI2026
A Vocabulary for Multi-Agent Automated Research Systems
Bardiya Akhbari
We introduce a vocabulary for automated research systems built from one or more agents to make their design choices easier to describe and compare. The vocabulary specifies 1) who…
cs.CL2024
SetLexSem Challenge: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language Models
Bardiya Akhbari, Manish Gawali, Nicholas A. Dronen
Set theory is foundational to mathematics and, when sets are finite, to reasoning about the world. An intelligent system should perform set operations consistently, regardless of s…