CLQT: A Closed-Loop, Cost-Aware, Strategy-Consistent Benchmark for Diagnostic Evaluation of LLM Portfolio-Management Agents

By Bo Qu, Mingguang Chen

Published 2026-09-12

Everscope rating

1390.5

Relevance to quantitative trading

9 / 10

Implementation complexity

9 / 10

Reproducibility

4 / 5

About this paper

Methodology: CLQT (Closed-Loop, Cost-Aware, Strategy-Consistent Benchmark). Problem types: Portfolio Optimization, Algorithmic Execution, Risk Management, Agent Evaluation / Benchmarking, Decision Process Diagnosis, Strategy Consistency Measurement.

arXiv:2606.29771 · Paper rankings

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