Text Generation on WikiText-103
24Quality Better CountEntropy Equilibrium Sampling (EES)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Typical, Evaluator=Claude-3.7-Sonnet2025.11 | 24 | 9 | 17 | 10 | 14 | 26 | |
| Entropy Equilibrium SamplingComparison Baseline=Eta2025.11 | 23 | 18 | 9 | 22 | 16 | 11 | |
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Adaptive, Evaluator=Claude-3.7-Sonnet2025.11 | 22 | 17 | 11 | 16 | 24 | 10 | |
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Eta, Evaluator=Claude-3.7-Sonnet2025.11 | 21 | 22 | 7 | 17 | 21 | 12 | |
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Mirostat, Evaluator=Claude-3.7-Sonnet2025.11 | 20 | 12 | 18 | 5 | 16 | 29 | |
| Entropy Equilibrium SamplingComparison Baseline=Adaptive2025.11 | 18 | 28 | 4 | 24 | 17 | 9 | |
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Top-p, Evaluator=Claude-3.7-Sonnet2025.11 | 17 | 9 | 24 | 8 | 14 | 28 | |
| Entropy Equilibrium SamplingComparison Baseline=Typical2025.11 | 16 | 21 | 13 | 17 | 8 | 25 | |
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Top-k, Evaluator=Claude-3.7-Sonnet2025.11 | 14 | 8 | 28 | 2 | 12 | 36 | |
| Entropy Equilibrium SamplingComparison Baseline=Top-p2025.11 | 11 | 29 | 10 | 11 | 15 | 24 | |
| Entropy Equilibrium SamplingComparison Baseline=Top-k2025.11 | 11 | 30 | 9 | 15 | 13 | 22 | |
| Entropy Equilibrium SamplingComparison Baseline=Mirostat2025.11 | 11 | 31 | 8 | 20 | 12 | 18 | |
| Entropy Equilibrium SamplingComparison Baseline=Human2025.11 | 4 | 36 | 10 | 8 | 16 | 26 | |
| Entropy Equilibrium Sampling (EES)Comparison Baseline=Human, Evaluator=Claude-3.7-Sonnet2025.11 | 0 | 1 | 49 | 0 | 6 | 44 |