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vincentcounathe  authored a paper 4 days ago
QUASAR: Lowering the Loss Floor of Quantization-Aware Training with Loss-Aware Reconstruction
vincentcounathe  updated a model 4 days ago
QUASAR-QAT/Muse-Glimmer-30B-QUASAR-Q4_0-GGUF
vincentcounathe  updated a model 4 days ago
QUASAR-QAT/Muse-Glimmer-30B-QUASAR-NVFP4
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Qwen3.5-4B & Qwen3.8-27B — QUASAR 4-bit QAT
Full-decoder 4-bit Qwen with QUASAR: 27B leads the compared NVFP4 builds on reasoning; 4B ships W4A16, Blackwell W4A4, and native Q4_0 GGUF.
Gemma 4 E4B & 12B — QUASAR 4-bit QAT
Native 4-bit Gemma 4 E4B & 12B with QUASAR: lower KL to BF16 than Google's official QAT at both sizes, in Q4_0 GGUF (llama.cpp) and W4A16 (vLLM).
Qwen3.5-4B & Qwen3.8-27B — QUASAR 4-bit QAT
Full-decoder 4-bit Qwen with QUASAR: 27B leads the compared NVFP4 builds on reasoning; 4B ships W4A16, Blackwell W4A4, and native Q4_0 GGUF.
Gemma 4 E4B & 12B — QUASAR 4-bit QAT
Native 4-bit Gemma 4 E4B & 12B with QUASAR: lower KL to BF16 than Google's official QAT at both sizes, in Q4_0 GGUF (llama.cpp) and W4A16 (vLLM).
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