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Python API integration patterns and retrieval-augmented function calling research

Gorilla: How Retrieval-Aware Training Reduces LLM API Hallucinations from 78% to 11%

Gorilla (Patil et al., NeurIPS 2024) fine-tunes a 7B LLaMA model with Retriever-Aware Training on retrieved API documentation, cutting hallucination rates from 78% to 11% versus GPT-4 zero-shot — with direct implications for finance AI write-back agents where wrong account names or inverted signs are correctness failures, not annoyances.