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+ ---
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+ tags:
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+ - text-to-sql
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+ - education
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+ - local-first
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+ - llama-cpp
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+ - duckdb
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+ - gguf
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+ - qwen
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+ - qlora
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+ language: en
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+ license: apache-2.0
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # LFED v2 — Qwen2.5-Coder-14B Text-to-SQL (GGUF)
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+
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+ Fine-tuned QLoRA (r=32) on 27,859 NL→SQL pairs for DuckDB SQL generation
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+ from natural-language questions about school district data.
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+
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+ **Base model**: Qwen2.5-Coder-14B-Instruct
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+ **Format**: GGUF Q4_K_M
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+ **Use with**: llama.cpp, Ollama, LM Studio