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@@ -15,6 +15,29 @@ base_model:
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  pipeline_tag: text-classification
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  ---
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  # Math Collective - Galaxy Brain Router
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  **6-stream collective intelligence system for mathematical reasoning.**
 
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  pipeline_tag: text-classification
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  ---
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+ # V1 BAD END - V2 using qwen 2.5 math 1.5b
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+
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+ ```
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+ ======================================================================
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+ GALAXY BRAIN COLLECTIVE - GSM8K FINAL RESULTS
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+ ======================================================================
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+
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+ Streams:
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+ FUZZY: MathBERT (symbolic), T5 (linguistic)
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+ DETERMINISTIC: Eigenspectrum, Cayley-Menger, Symbolic Calc, Fractal
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+
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+ | Epoch | Collective | MathBERT | T5 | Eigen | Cayley | Symbolic | Fractal | ρ |
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+ |-------|------------|----------|-----|-------|--------|----------|---------|-------|
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+ | 1 | 8.9% | 10.4% | 13.0% | 5.4% | 5.4% | 5.7% | 6.7% | 0.686 |
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+ | 2 | 9.6% | 8.9% | 13.0% | 6.5% | 6.5% | 4.6% | 6.1% | 0.738 |
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+ | 3 | 9.9% | 9.6% | 13.6% | 5.8% | 5.8% | 4.5% | 5.8% | 0.728 |
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+ | 4 | 8.3% | 10.1% | 13.3% | 6.1% | 4.5% | 4.8% | 4.5% | 0.619 |
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+ | 5 | 9.0% | 11.1% | 14.6% | 4.5% | 4.6% | 5.0% | 5.9% | 0.620 |
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+ ✓ Best epoch: 3 with collective accuracy 9.9%
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+ ✓ All checkpoints available at: https://huggingface.co/AbstractPhil/math_collective
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+ ```
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+
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  # Math Collective - Galaxy Brain Router
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  **6-stream collective intelligence system for mathematical reasoning.**