Model
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | Model 1 | Accuracy0.9295 | 27 | |
| Confidence region coverage estimation | Model synthetic 5.2 | Coverage Probability95.45 | 27 | |
| Confidence region coverage estimation | Model synthetic 5.1 | Coverage Probability95.45 | 27 | |
| Metastability Evaluation | Model II | Q Value2.9882 | 8 | |
| Portfolio Optimization | Model Scenario S4 M3 | Annualized Sharpe Ratio0.821 | 7 | |
| Portfolio Optimization | Model Scenario S3 M3 | Annualized Sharpe Ratio1.047 | 7 | |
| Portfolio Optimization | Model Scenario S2 M3 | Annualized Sharpe Ratio1.673 | 7 | |
| Portfolio Optimization | Model Scenario S1 M3 | Annualized Sharpe Ratio3.48 | 7 | |
| Portfolio Optimization | Model Scenario S4 M2 | Annualized Sharpe Ratio0.86 | 7 | |
| Portfolio Optimization | Model M2 Scenario S3 | Annualized Sharpe Ratio1.222 | 7 | |
| Portfolio Optimization | Model S4 M1 | Annualized Sharpe Ratio0.754 | 7 | |
| Portfolio Optimization | Model Scenario S3 M1 | Annualized Sharpe Ratio1.035 | 7 | |
| Portfolio Optimization | Model M1 Scenario S2 | Annualized Sharpe Ratio2.001 | 7 | |
| Portfolio Optimization | Model Scenario S1 M1 | Annualized Sharpe Ratio3.091 | 7 | |
| LLM Inference | 11B parameter model INT8 | Throughput (TPS)110 | 6 | |
| Single-stream decode | 622.9 MB 4-layer model | Latency (ms/token)1.08 | 4 | |
| Data Trading | Model 4 n = 5 | Social Welfare0.337 | 3 | |
| Data Trading | Model 2 n = 5 | Social Welfare0.621 | 3 | |
| Data Trading | Model 1 n = 5 | Social Welfare10.804 | 3 |
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