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…
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Inside the original model card — Document outline
- NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-IA-REAP-40-PIE
- Method
- Installation
- Performance (vs. the original NVFP4)
- Experts per MoE layer
- 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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Model facts
- 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
Compatibility and lineage
Language coverage was not reported.
Reported base models: nvidia/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-10T06:56:23.256Z. Daily imports are snapshots, not real-time monitoring.
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