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+ ---
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+ license: mit
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ tags:
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+ - text-to-sql
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+ - geospatial
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+ - geocoding
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+ - duckdb
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+ - synthetic
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # Gazet Dataset
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+
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+ Synthetic training data for finetuning small language models on geospatial tasks over [Overture Maps](https://overturemaps.org/) and [Natural Earth](https://www.naturalearthdata.com/) parquet datasets.
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+
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+ ## Tasks
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+
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+ ### SQL generation (`sql/`)
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+ Input: user query + fuzzy-matched candidate entities (CSV)
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+ Output: DuckDB spatial SQL query
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+
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+ ### Place extraction (`places/`)
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+ Input: natural language query
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+ Output: structured JSON with place names, country codes, and subtypes
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+
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+ ## Format
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+ Each JSONL row is a conversation in chat-template format:
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+
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+ ```json
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+ {
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+ "messages": [
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+ {"role": "system", "content": "..."},
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+ {"role": "user", "content": "..."},
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+ {"role": "assistant", "content": "..."}
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+ ]
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+ }
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+ ```
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+
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+ ## Splits
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+ | Task | Train | Val | Test |
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+ |---|---|---|---|
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+ | SQL | `sql/train.jsonl` | `sql/val.jsonl` | `sql/test.jsonl` |
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+ | Places | `places/train.jsonl` | `places/val.jsonl` | `places/test.jsonl` |
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+
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+ See `stats.json` for per-family sample counts.
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+
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+ ## Generation
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+ Data is generated from SQL templates applied to real Overture/Natural Earth spatial relations (adjacency, containment, intersection, etc.). Templates produce both the training SQL and the natural language question.
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+ Full generation pipeline: `github.com/developmentseed/gazet/dataset`
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+
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+ ## Trained model
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+ `developmentseed/gazet-model` - Qwen3.5-0.8B finetuned on this dataset