Knowledge retrieval
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
56.46F1 Score
45
Apr 21, 2026
58.98F1 Score
45
Apr 21, 2026
67.85F1 Score
45
Apr 21, 2026
40.06F1 Score
45
Apr 21, 2026
62.11Exact Match (EM)
28
May 19, 2026
37.57Accuracy
24
Feb 26, 2026
99.6Accuracy
23
May 19, 2026
80.5Pass@1
22
May 7, 2026
78.6Hit@1
18
May 15, 2026
63.7Hit@1
18
May 15, 2026
85.27BERTScore Precision (avg)
16
Feb 26, 2026
84.29BERTScore Precision (avg)
16
Feb 26, 2026
61.2Hit@1
15
May 15, 2026
3.884Speedup Ratio
15
Mar 26, 2026
5.803Speedup Ratio
15
Mar 26, 2026
42.5Proverb Score
12
Feb 27, 2026
89.32Recall@5
10
Feb 26, 2026
37.03Accuracy
8
Jun 9, 2026
93LLM Throughput (token/s)
8
May 12, 2026
18.44Hit@1
8
Feb 26, 2026
44.36Hit@1
8
Feb 26, 2026
49.87Hit@1
8
Feb 26, 2026
86.4Recall@20
6
Apr 10, 2026
58.7R@20
5
Apr 10, 2026
86.03Accuracy
5
Feb 26, 2026