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apps/public-trace/gaia-validation/README.md
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+# Public Trace of MiroFlow on GAIA-Validation set, 165 questions.
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+
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+## Results
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+**Pass@1 Accuracy: 73.94%**
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+## Quick Start
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+```bash
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+wget https://huggingface.co/datasets/miromind-ai/MiroFlow-Benchmarks/resolve/main/gaia_validation_miroflow_trace_public_20250825.zip
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+unzip gaia_validation_miroflow_trace_public_20250825.zip
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+# The unzip passcode is: `pf4*`.
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+```
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