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@@ -64,6 +64,7 @@ image: This feature will be None for the test split, as this split primarily pro
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  Citation:
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  If you use GeoChain benchmark for your research, please cite us
 
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  @misc{yerramilli2025geochainmultimodalchainofthoughtgeographic,
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  title={GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning},
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  author={Sahiti Yerramilli and Nilay Pande and Rynaa Grover and Jayant Sravan Tamarapalli},
@@ -73,3 +74,4 @@ If you use GeoChain benchmark for your research, please cite us
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  primaryClass={cs.AI},
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  url={https://arxiv.org/abs/2506.00785},
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  }
 
 
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  Citation:
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  If you use GeoChain benchmark for your research, please cite us
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+ ```
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  @misc{yerramilli2025geochainmultimodalchainofthoughtgeographic,
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  title={GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning},
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  author={Sahiti Yerramilli and Nilay Pande and Rynaa Grover and Jayant Sravan Tamarapalli},
 
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  primaryClass={cs.AI},
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  url={https://arxiv.org/abs/2506.00785},
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  }
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+ ```