Likelihood Estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
2.42NLL (BPD)
24
Feb 26, 2026
-0.349Context Likelihood
14
Feb 26, 2026
3.43BPD
11
Feb 26, 2026
2.65BPD
10
Feb 26, 2026
3.02Bits/Dim
8
Feb 26, 2026
78.1NLL
7
Feb 26, 2026
-46.6Neg Log-Likelihood (-ℓ̄)
4
May 25, 2026
16.85Perplexity
4
Mar 24, 2026
19.78Perplexity
4
Mar 24, 2026
15.56Perplexity
4
Mar 24, 2026
35.12Perplexity
4
Mar 24, 2026
8.4Average Relative Error (Log-Likelihood)
3
Jun 4, 2026
0.04Relative Error of Log-Likelihood
3
Jun 4, 2026