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cs.AI2026
FinAutoRubric: Expert-Guided Automatic Rubric Generation for Evaluating Financial Research Agents
Hoyoung Lee, Suyeol Yun, Jack Haverty +17
Evaluating finance research agents requires rubrics that reflect expert standards and fix the values correct as of an information cutoff. Expert-reviewed finance benchmarks rely on…
cs.AI2026
Towards Computational Social Dynamics of Semi-Autonomous AI Agents
S. O. Lidarity, U. N. Ionize, C. O. Llective +1
We present the first comprehensive study of emergent social organization among AI agents in hierarchical multi-agent systems, documenting the spontaneous formation of labor unions,…
cs.AI2025
Semantic Faithfulness and Entropy Production Measures to Tame Your LLM Demons and Manage Hallucinations
Igor Halperin
Evaluating faithfulness of Large Language Models (LLMs) to a given task is a complex challenge. We propose two new unsupervised metrics for faithfulness evaluation using insights f…