Commonsense Reasoning and Question Answering on ARC-e, ARC-c, Winogrande, BoolQ, PIQA, HellaSwag, OBQA, HQA
60.5ARC-e AccPythia
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PythiaParams (B)=1.400, Tokens (B)=300, Spike Form=None, Zero-shot evaluation protocol=true2026.04 | 60.5 | 31.2 | 61.3 | 61.1 | 71.1 | 53.6 | 33.2 | 31.9 | 50.49 | 1,237.4 | — | 632.48 | |
| OPTParams (B)=1.300, Tokens (B)=180, Spike Form=None, Zero-shot evaluation protocol=true2026.04 | 57.8 | 30.4 | 60.4 | 60.8 | 71.7 | 52.6 | 33.4 | 30.7 | 49.73 | 1,237.1 | — | 632.22 | |
| PythiaParams (B)=0.410, Tokens (B)=300, Spike Form=None, Zero-shot evaluation protocol=true2026.04 | 48.7 | 24.8 | 56.8 | 58.1 | 66.7 | 41.6 | 26.1 | 26.2 | 43.63 | 360.9 | — | 197.71 | |
| OPTParams (B)=0.350, Tokens (B)=180, Spike Form=None, Zero-shot evaluation protocol=true2026.04 | 47.5 | 22.2 | 55.3 | 57.2 | 66.1 | 40.7 | 25.7 | 26.6 | 42.68 | 360.8 | — | 197.57 | |
| BiSpikCLMParams (B)=1.300, Tokens (B)=10.0, Spike Form=Binary, Time Step=4, Zero-shot evaluation protocol=true2026.04 | 46.3 | 24.3 | 55.6 | 56.8 | 63.4 | 41.7 | 25.2 | 24.3 | 42.19 | 131.9 | 0.184 | 66.89 | |
| TriSpikCLMParams (B)=1.300, Tokens (B)=10.0, Spike Form=Ternary, Time Step=4, Zero-shot evaluation protocol=true2026.04 | 45.8 | 24.5 | 55.6 | 56.1 | 63.4 | 41.3 | 25.5 | 24.8 | 42.12 | 141.6 | 0.411 | 141.21 | |
| BiSpikCLMParams (B)=1.300, Tokens (B)=10.0, Spike Form=Binary, Time Step=2, Zero-shot evaluation protocol=true2026.04 | 45.7 | 23.5 | 54.2 | 56.3 | 62.3 | 40.2 | 24.5 | 24 | 41.33 | 66.7 | 0.192 | 37.16 | |
| TriSpikCLMParams (B)=1.300, Tokens (B)=10.0, Spike Form=Ternary, Time Step=2, Zero-shot evaluation protocol=true2026.04 | 44.5 | 23.7 | 54.2 | 55.3 | 62.3 | 40.4 | 24.6 | 23.6 | 41.08 | 74.2 | 0.426 | 74.32 | |
| PythiaParams (B)=0.160, Tokens (B)=300, Spike Form=None, Zero-shot evaluation protocol=true2026.04 | 43.7 | 19.8 | 52.8 | 55.1 | 62.7 | 33.6 | 20.1 | 24.2 | 39 | 125.7 | — | 126.01 | |
| OPTParams (B)=0.125, Tokens (B)=180, Spike Form=None, Zero-shot evaluation protocol=true2026.04 | 43.6 | 19.3 | 52.3 | 54.6 | 62.4 | 32.1 | 20.2 | 23.7 | 38.6 | 125.6 | — | 125.95 | |
| BiSpikCLMParams (B)=0.350, Tokens (B)=2.0, Spike Form=Binary, Time Step=4, Zero-shot evaluation protocol=true2026.04 | 42.1 | 21.4 | 52.1 | 56.1 | 60.5 | 33.1 | 21.9 | 23.5 | 38.84 | 84.2 | 0.178 | 16.75 | |
| TriSpikCLMParams (B)=0.350, Tokens (B)=2.0, Spike Form=Ternary, Time Step=4, Zero-shot evaluation protocol=true2026.04 | 41.8 | 21.9 | 52.8 | 55.7 | 60.4 | 34 | 21.3 | 23.1 | 38.87 | 88.3 | 0.377 | 35.35 | |
| BiSpikCLMParams (B)=0.350, Tokens (B)=2.0, Spike Form=Binary, Time Step=2, Zero-shot evaluation protocol=true2026.04 | 41.5 | 21.7 | 52.3 | 55.1 | 59.7 | 32.7 | 21.2 | 23.8 | 38.48 | 43.4 | 0.182 | 9.31 | |
| TriSpikCLMParams (B)=0.350, Tokens (B)=2.0, Spike Form=Ternary, Time Step=2, Zero-shot evaluation protocol=true2026.04 | 41.5 | 21.7 | 52.4 | 54.9 | 59.1 | 31.6 | 20.8 | 23.1 | 38.14 | 47.7 | 0.404 | 18.61 | |
| BiSpikCLMParams (B)=0.125, Tokens (B)=1.0, Spike Form=Binary, Time Step=4, Zero-shot evaluation protocol=true2026.04 | 39.4 | 19 | 51.2 | 53 | 57.5 | 29.2 | 19.7 | 23.1 | 36.5 | 23.1 | 0.173 | 9.43 | |
| BiSpikCLMParams (B)=0.125, Tokens (B)=1.0, Spike Form=Binary, Time Step=2, Zero-shot evaluation protocol=true2026.04 | 39.1 | 18.9 | 50.3 | 52.7 | 56.7 | 28.1 | 19.8 | 22.9 | 36.05 | 12.1 | 0.196 | 5.24 | |
| TriSpikCLMParams (B)=0.125, Tokens (B)=1.0, Spike Form=Ternary, Time Step=4, Zero-shot evaluation protocol=true2026.04 | 38.9 | 18.5 | 51.5 | 52.9 | 58 | 28.3 | 19.2 | 22.9 | 36.27 | 25.8 | 0.386 | 19.92 | |
| TriSpikCLMParams (B)=0.125, Tokens (B)=1.0, Spike Form=Ternary, Time Step=2, Zero-shot evaluation protocol=true2026.04 | 38.5 | 18.3 | 51.3 | 52.3 | 57.7 | 29.1 | 19.2 | 22.5 | 36.11 | 13.7 | 0.412 | 10.74 | |
| SpikeGPTParams (B)=0.216, Tokens (B)=16.5, Spike Form=Binary, Zero-shot evaluation protocol=true2026.04 | 35.2 | 17.7 | 50.7 | 47.3 | 55.1 | 27.6 | 17.3 | 23.1 | 34.25 | 18.3 | 0.168 | 16.53 | |
| SpikeGPTParams (B)=0.046, Tokens (B)=16.5, Spike Form=Binary, Zero-shot evaluation protocol=true2026.04 | 32.3 | 16.2 | 50.2 | 45.7 | 54.6 | 25.3 | 15.7 | 20.6 | 32.58 | 3.66 | 0.174 | 3.29 |