minkyoungs/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-IA-REAP-40-PIE

AI model by minkyoungs

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nvidia/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4 with 40% of the routed experts removed by non-uniform expert pruning (IA-REAP (instruction-aware REAP)). layers (layers 1, 3, 85, 87) keep all 512) Experts are scored with REAP on Korean and English calibration data (the larger of the two normalized scores is kept per expert). Within each layer, the score is then adjusted by how much an expert's routing share rises when a same-language system prompt ("Respond in the same language as the user's message ...") is present, so experts used for following the user's language are kept preferentially. The number of experts removed per layer is set from the unadjusted scores. The number of experts per layer is non-uniform: MoE layers are grouped into 4 clusters by their mean expert score, every cluster removes the same share, and inside a cluster experts are removed 8 at a time from the layer whose next 8 lowest-scored experts have the…

minkyoungs/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-IA-REAP-40-PIE on Hugging Face A short preview, not the full document.

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  1. NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-IA-REAP-40-PIE
  2. Method
  3. Installation
  4. Performance (vs. the original NVFP4)
  5. Experts per MoE layer
  6. License

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Model overview

minkyoungs/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-IA-REAP-40-PIE is a task-unspecified model repository published by minkyoungs on Hugging Face. A library was not reported.

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Task
Not reported
Library
Not reported
Recent downloads (30 days)
0
Cumulative likes
0
Hugging Face trending score
0
Reported safetensors parameters
43,187,699,210
Architecture
NemotronH_Omni_Reasoning_V3
License
other
Access
Not gated by Hugging Face
Created
2026-11-10T06:40:54.000Z
Last modified
2026-11-10T06:43:54.000Z

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Language coverage was not reported.

Reported base models: nvidia/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4

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