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Lokendra Birla

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#small language model Preprint Aug 2026

From Documents to Reasoning: A Validated Synthetic Data Pipeline and Semantic-Aware Fine-Tuning for Financial Numerical Reasoning

This work proposes a comprehensive pipeline for improving financial QA systems through high-quality synthetic data generation and fine-tuning of smaller language models (SLMs) using Quantized Low-Rank Adaptation (QLoRA).

Lokendra Birla, Milind Savagaonkar, Visnu Srinivasan et al. · 0 citations