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Language Modeling on Penn Treebank (PTB)

7.11PPL

LoRA

-32.6056235.4747503.555771.6353May 23, 2023Nov 8, 2023Apr 25, 2024Oct 11, 2024Mar 29, 2025Sep 14, 2025Mar 2, 2026
Updated 1mo ago

Evaluation Results

MethodLinks
2023.05
7.11
2023.05
7.21
2023.05
7.36
2023.05
7.46
2023.05
7.55
2023.05
7.68
2023.05
8.52
2023.05
8.64
2023.05
8.83
2023.05
9.14
2025.09
9.18
2025.09
9.34
2025.09
9.47
2023.05
9.69
2025.09
9.88
2025.09
10.48
2025.09
10.86
2025.09
11.1
2026.03
11.18
2023.05
11.22
2025.09
11.23
2025.09
11.34
2025.09
11.59
2023.05
12.92
2025.09
12.97
2023.05
13.3
2023.05
13.46
2026.03
13.7
2026.03
14.04
2025.09
14.07
2025.09
14.12
2026.03
14.24
2026.03
14.26
2026.03
14.33
2026.03
14.39
2026.03
14.45
2025.09
14.47
2026.03
14.65
2025.09
14.84
2026.03
14.88
2025.09
15.02
2026.03
15.21
2025.09
15.4
2025.09
15.75
2023.05
15.92
2026.03
16.25
2025.09
16.39
2023.05
16.55
2026.03
16.71
2025.09
16.8
2026.03
17.23
2025.09
17.45
2025.09
17.58
2026.03
18.71
2023.05
18.83
2026.03
20.47
2024.03
22.14
2026.03
23.41
2025.09
23.48
2026.03
24.84
2025.09
26.29
2026.03
26.31
2024.03
28.75
2025.09
29
2025.09
31.11
2024.03
31.16
2024.03
31.6
2026.03
32.06
2024.03
33.16
2025.09
38.18
2024.03
38.64
2025.09
43.19
2024.03
44.38
2024.03
50.3
2024.03
53.24
2026.03
67.35
2024.03
68.51
2024.03
69.33
2024.03
69.33
2025.09
77.05
2024.03
81
2024.03
81.96
2024.03
85.87
2024.03
90.72
2025.09
162.99
2024.03
164.32
2025.09
1,000