AuditKIT: A Unified Evaluation Spine for Benchmarking, Judging, and Comparing Large Language Models and Agentic Systems

arXiv:2610.22511 · cs.CL, cs.AI, cs.IR, cs.SE · Submitted 2026-10-15 · Read on arXiv

cs.CL, cs.AI, cs.IR, cs.SE

Submitted: 2026-10-15

Updated: 2026-10-15

Comments: 25 pages, 2 figures, 13 tables. Code: https://github.com/Lexsi-Labs/AuditKIT. Shreeyans Arora and Utsav Avaiya contributed equally; work done while at Lexsi Labs

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Agentic System — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 4 episodes

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