NVIDIA-Nemotron-3.5-Bolt-E4B-4GB

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NVIDIA's Nemotron 3.5 Bolt, released 2026-10-23 (Google Gemma-4-E4B-it on Apache-2.0, post-trained by NVIDIA, post-training data cutoff May 2026): 8B total parameters with 4B effective, aimed at local voice and device assistants, interactive personas and embedded edge interfaces. Its focus is multi-turn tool use, instruction following and input grounding; the chat template controls thinking mode and conversational mode, with a tunable thinking budget. The official Q4_K_M GGUF measures **6.18GB** (the "4GB" in the repo name refers to the 4B effective-parameter class), and NVIDIA ships a llama.cpp Docker recipe (ghcr.io/ggml-org/llama.cpp:server-cuda13-b11459, -c 65536, --jinja) plus a DFlash draft model for speculative decoding (--spec-type draft-dflash --spec-draft-n-max 7). Context is 64K tokens in and out, across 36 languages. Q4_K_M benchmarks (against Gemma-4-E4B-it Q4_K_M / Qwen3.5-4B Q4_K_M): MultiChallenge 55.60, RoleBench 71.21, RoleMRC 79.12, ToolSandbox 74.13, IHEval 82.40, IFBench 64.00, StructEval-T 79.99, BFCL-v3 67.31, Tau2-Bench 52.32, AgentIF 22.95, RULER (64K) 85.76, LongMemEval 69.92, LongBench v2 (48K) 48.67 — the clearest gains over the base model are in tool use and role play. License OpenMDW-1.1 (the Gemma 4 base remains under Apache-2.0).

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Benchmark data

26 configurations

HardwareFrameworkQuantDecodeVRAM usedSamplesEvidence
NVIDIA RTX 4090llama.cppQ4_K_M160.6 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX 4090StrataQ4_K_M225.9 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX 3090llama.cppQ4_K_M94.6 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX 3090StrataQ4_K_M125.8 tok/s15.88 GB1L2 Cross-framework verified
AMD Radeon RX 7900 XTXllama.cppQ4_K_M102.6 tok/s15.88 GB1L2 Cross-framework verified
AMD Radeon RX 7900 XTXOllamaQ4_K_M86.9 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX 5090vLLMBF16171.5 tok/s30.4 GB1L2 Cross-framework verified
NVIDIA RTX 5090OllamaQ4_K_M279.8 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX 5080OllamaQ4_K_M181.2 tok/s15.2 GB1L2 Cross-framework verified
NVIDIA RTX 4080 Superllama.cppQ4_K_M162.7 tok/s15.2 GB1L2 Cross-framework verified
AMD Ryzen AI Max+ 395llama.cppQ4_K_M35.8 tok/s15.88 GB1L2 Cross-framework verified
AMD Ryzen AI Max+ 395OllamaQ4_K_M33.8 tok/s15.88 GB1L2 Cross-framework verified
Apple M5 Maxllama.cppQ4_K_M76.6 tok/s15.88 GB1L2 Cross-framework verified
Apple M5 MaxOllamaQ4_K_M69.9 tok/s15.88 GB1L2 Cross-framework verified
Apple M5 Ultrallama.cppQ4_K_M131 tok/s15.88 GB1L2 Cross-framework verified
Apple M5 UltraOllamaQ4_K_M106.3 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA H100 80GB HBM3OllamaQ4_K_M345.3 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA H100 80GB HBM3StrataQ4_K_M317.2 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA H20llama.cppQ4_K_M61.8 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA H20StrataQ4_K_M91.1 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX PRO 6000 Blackwell 96GBvLLMBF16177.6 tok/s31.5 GB1L2 Cross-framework verified
NVIDIA RTX PRO 6000 Blackwell 96GBOllamaQ4_K_M264.8 tok/s15.88 GB1L2 Cross-framework verified
Apple M2 Ultrallama.cppQ4_K_M119.5 tok/s15.88 GB1L2 Cross-framework verified
Apple M2 UltraOllamaQ4_K_M118.1 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX Sparkllama.cppQ4_K_M80.7 tok/s15.88 GB1L2 Cross-framework verified
NVIDIA RTX SparkOllamaQ4_K_M79.2 tok/s15.88 GB1L2 Cross-framework verified

26 of these records are not linked to a specific quantized build; the full set is on the search page.

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