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Inference research benchmarks · SOTA2 Research

Inference

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Scalability and Efficiency Evaluation D=20 (test)

149.15Inference Latency (ms)

26

Mar 18, 2026

MS MARCO c (test)

0.57Latency p50 (s)

9

Feb 26, 2026

MS MARCO b (test)

0.55Latency P50 (s)

9

Feb 26, 2026

WikiText-103, SQuAD v2, and OpenBookQA

57.9Inference Latency (ms)

7

Feb 26, 2026

Synthetic Truss Structure Mean across all cases (test)

3.57FPR

6

Apr 28, 2026

Synthetic Truss Structure Case 4 (test)

0FPR

6

Apr 28, 2026

Synthetic Truss Structure Case 3 (test)

7.14FPR

6

Apr 28, 2026

Synthetic Truss Structure Case 2 (test)

0FPR

6

Apr 28, 2026

Synthetic Truss Structure Case 1 (test)

7.14FPR

6

Apr 28, 2026

21.5Speedup

5

Mar 31, 2026

0Embedding Latency (ms/img)

4

Mar 31, 2026

Complex Objects

32Fridge3

3

Apr 10, 2026

29Foldchair Score

3

Apr 10, 2026

0.62RMSE

2

Mar 26, 2026

2.04RMSE

2

Mar 26, 2026

2.18RMSE

2

Mar 26, 2026

Hodgkin-Huxley (HH) (test)

—

—Primary metric

0

Feb 26, 2026

Popular datasets

Synthetic Truss Structure ImageNet MS MARCO CIFAR MNIST

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