Author

O. O. Koyluoglu

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#artificial intelligence Preprint Oct 2026

Hindsight Structured Advice Distillation: Steering Executor Agents with Advisors Trained on Their Failures and Task Characteristics

Language-model agents are used for specialized work such as financial research, healthcare and law. Such agents are often capable enough for a task but still miss its details. In finance, for example, these details include which filing reports a figure or how a company discloses a metric. Retraining the agent to learn...

O. Koyluoglu · 0 citations

Preprint Aug 2026

FrontierFinance: A Challenging Benchmark for Measuring Frontier Intelligence of Finance Agents

Evaluating FrontierFinance, a fully open benchmark of 220 expert-crafted queries and 11,543 source-attributed rubrics spanning six crucial use cases across the full investor workflow, finds that the tool harness, not the model alone, strongly shapes quality and efficiency.

Yuhao Zhang, O. Koyluoglu, Thejas Venkatesh et al. · 3 citations · ⚡2