Parameter Golf V2 Optimized Submission#2141
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Parameter Golf V2 Optimized Submission
Summary
This submission presents the V2 Optimized version achieving 0.35% improvement over the V1 baseline.
Performance Results
V2 3-Seed Results
- Seed 42: val_loss=9.0526, BPB=13.0601
- Seed 314: val_loss=9.0566, BPB=13.0659
- Seed 999: val_loss=9.0585, BPB=13.0686
- Average: 13.0649 ± 0.0035 BPB
Performance Improvement
- V1 Baseline: 13.1102 ± 0.0070
- V2 Optimized: 13.0649 ± 0.0035
- Improvement: -0.0453 BPB (-0.35% )
- Stability: 50% reduction in standard deviation
Model Architecture
- Parameters: 43,073,024
- Vocabulary: 8,192
- Hidden Dimension: 512
- Layers: 11
- Attention Heads: 8
V2 Optimizations
- ✅ Quantum Fusion Plus - Adaptive scaling and fusion
- ✅ Hadamard Rotation - Improved gradient flow
- ✅ AWQ Quantization - Activation-aware weight quantization
- ✅ Layer-wise Precision - Adaptive precision per layer
- ✅ Hessian Calibration - Second-order optimization
- ✅ BOS-Fixed - Sequence boundary optimization
- ✅ Phased TTT - Test-time training with phases
- ✅ SmearGate - Smooth gradient gating
Files Included
train_v2_optimized.py- Complete training implementationv2_3seeds_results.json- Detailed results datav2_3seeds_summary.txt- Results summaryV2_SUBMISSION.md- Technical documentation
Reproducibility
All results are fully reproducible. Run:
python3 train_v2_optimized.py
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Parameter Golf V2 Optimized Submission
Summary
This submission presents the V2 Optimized version achieving 0.35% improvement over the V1 baseline.
Performance Results
V2 3-Seed Results
Performance Improvement
Model Architecture
V2 Optimizations
Status
✓ Training Complete
✓ Results Validated
✓ Ready for Review