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Papers Benchmarks Datasets Tasks

Efficiency Benchmarking research benchmarks · SOTA2 Research

Efficiency Benchmarking

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Qwen3-8B Single-layer forward+backward setup

36.6Time (ms)

57

May 18, 2026

Llama 8B base variant on H200 3.1

99.1Per-step Latency (ms)

49

Jun 23, 2026

ImageNet-1K 1.0 (test)

Isomorphic Pruning

17.8GPU Latency (ms)

12

Feb 26, 2026

DeepSeek-R1-Distill-Llama-8B 16K Generation Length

8Max Batch Size

10

Jun 11, 2026

DeepSeek-R1-Distill-Llama-8B 8K Generation Length

8Max Batch Size

10

Jun 11, 2026

160s audio context

3.65Latency Gain

4

Jun 2, 2026

Popular datasets

DeepSeek-R1 ImageNet Qwen Llama audio context

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