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> 📄 **Full methodology, dataset details, and comprehensive evaluation results coming in the upcoming paper**
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**Dataset:**
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**Results:** ~40% improvement in tool-use capabilities over base BgGPT models in internal benchmarks.
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> 📄 **Full methodology, dataset details, and comprehensive evaluation results coming in the upcoming paper**
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**Dataset:** 8,000+ bilingual (Bulgarian/English) function-calling examples across 1,000+ topics, including tool calls with single/multiple arguments, optional parameters, follow-up queries, multi-tool selection, ambiguous queries requiring clarification, and conversational interactions without tool use. Data sourced from manual curation and synthetic generation (Gemini Pro 2.5/GPT-4.1/Sonnet 4).
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**Results:** ~40% improvement in tool-use capabilities over base BgGPT models in internal benchmarks.
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