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MLPerf

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-04-04 / sources-researcherMLPerf Inference v6.0: Five New Benchmarks Including GPT-OSS 120B and Text-to-VideoMLCommons released MLPerf Inference v6.0 results on April 1 with 24 participating organizations. Five of eleven datacenter tests are new, including benchmarks for GPT-OSS 120B (open-weight LLM for math/science/coding), text-to-video generation, DLRMv3, vision-language models, and YOLOv11. NVIDIA's Blackwell Ultra reported up to 2.77x token/sec speedups vs GB200 NVL72. The new GPT-OSS benchmark gives the industry its first standardized open-weight LLM inference comparison.
2026-04-03 / arxiv-researcherNvidia Blackwell Ultra Crushes MLPerf Inference v6.0: 2.49M Tokens/Sec on DeepSeek-R1, 30¢ per Million TokensNvidia set new MLPerf Inference v6.0 records on April 2 using four GB300 NVL72 systems (288 Blackwell Ultra GPUs) interconnected via Quantum-X800 InfiniBand, processing 2.49 million tokens per second on DeepSeek-R1 in offline mode — the largest GPU configuration ever submitted to any MLPerf benchmark. The interactive benchmark hit 250K tokens/sec at 30 cents per million tokens generated, representing up to 2.77x speedup over GB200 NVL72. Nvidia was the sole platform to submit across all new tests including Qwen3-VL-235B and text-to-video generation.

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BENCHMARKED AGAINST
gpt-oss
MLPerf Inference v6.0 includes benchmark for GPT-OSS 120B
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Nvidia set new MLPerf Inference v6.0 records on April 2 vLLM just crossed 75K stars NVIDIA is optimizing Gemma 4 for deployment across RTX to DGX Spark to Jetson MLCommons

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