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Alina Khay

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#small language model Open access Oct 2026

Benchmark Validity in Financial Language-Model Evaluation

Benchmark results are increasingly used to compare language models for financial decision-support tasks, but such comparisons can confound domain learning with compliance with task-specific output contracts. This study examines that measurement problem using FinVector-Market-4B, a LoRA adaptation of Qwen3.5-4B for stru...

Alina Khaybullina, Alina Khay · 0 citations
#small language model Open access Oct 2026

Benchmark Validity in Financial Language-Model Evaluation

Benchmark results are increasingly used to compare language models for financial decision-support tasks, but such comparisons can confound domain learning with compliance with task-specific output contracts. This study examines that measurement problem using FinVector-Market-4B, a LoRA adaptation of Qwen3.5-4B for stru...

Alina Khaybullina, Alina Khay · 0 citations

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