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@@ -198,7 +198,7 @@ ml.list_methods(family="naive") # naive baselines
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  @inproceedings{macrolens2026,
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  title = {{MacroLens}: A Multi-Task Benchmark for Contextual Financial Reasoning under Macroeconomic Scenarios},
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  author = {<authors>},
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- booktitle = {NeurIPS 2026 Evaluations & Datasets Track submission},
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  year = {2026}
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  }
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  ```
@@ -229,4 +229,4 @@ python validate_all.py
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  ## Authors / Contact
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- Anonymous (NeurIPS 2026 Evaluations & Datasets Track submission). Contact at `<email>` after author notification.
 
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  @inproceedings{macrolens2026,
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  title = {{MacroLens}: A Multi-Task Benchmark for Contextual Financial Reasoning under Macroeconomic Scenarios},
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  author = {<authors>},
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+ booktitle = {<arxiv>},
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  year = {2026}
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  }
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  ```
 
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  ## Authors / Contact
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+ Anonymous. Contact at `<email>` after author notification.