Instructions to use tmasis/geocoding-complex-location-references with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps
- Unsloth Studio new
How to use tmasis/geocoding-complex-location-references with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tmasis/geocoding-complex-location-references to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for tmasis/geocoding-complex-location-references to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for tmasis/geocoding-complex-location-references to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="tmasis/geocoding-complex-location-references", max_seq_length=2048, )
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This fine-tuned LLM is intended for the task of geocoding complex location references, and accompanies [Coordinates from Context: Using LLMs to Ground Complex Location References](https://arxiv.org/pdf/2510.08741) (Masis & O'Connor, EACL 2026).
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### Model description
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The base model is a quantized Qwen3-14B model (```unsloth/Qwen3-14B-unsloth-bnb-4bit```), which has been fine-tuned for geocoding, i.e. linking a location reference to an actual geographic location.
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This fine-tuned LLM is intended for the task of geocoding complex location references, and accompanies [Coordinates from Context: Using LLMs to Ground Complex Location References](https://arxiv.org/pdf/2510.08741) (Masis & O'Connor, EACL 2026).
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The model here is referred to as "Geoparser-augmented FT Qwen 14B" in the paper.
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### Model description
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The base model is a quantized Qwen3-14B model (```unsloth/Qwen3-14B-unsloth-bnb-4bit```), which has been fine-tuned for geocoding, i.e. linking a location reference to an actual geographic location.
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