Update README.md

README.md

@@ -19,7 +19,7 @@ pipeline_tag: text-generation
 # Note: If you have a multi-GPU SM120 Blackwell system (RTX 50/Pro), try my vLLM fork to resolve P2P / TP=2 issues (Pending PR into upstream).
 https://github.com/Gadflyii/vllm/tree/main
 
-# GLM-4.7-Flash-MTP-NVFP4 (Mixed Precision with MTP Support)
+# GLM-4.7-Flash-MTP-NVFP4 (Mixed Precision with MTP in BF16)
 
 This is a **mixed precision NVFP4 quantization** of [zai-org/GLM-4.7-Flash](https://huggingface.co/zai-org/GLM-4.7-Flash), a 30B-A3B (30B total, 3B active) Mixture-of-Experts model. This version preserves **MTP (Multi-Token Prediction) layers in BF16** for speculative decoding compatibility.
 
@@ -27,8 +27,7 @@ This is a **mixed precision NVFP4 quantization** of [zai-org/GLM-4.7-Flash](http
 
 | Feature | GLM-4.7-Flash-NVFP4 | **This Model** |
 |---------|---------------------|----------------|
-| MTP Layers | Quantized (broken) | **BF16 (working)** |
-| MTP Speculative Decoding | ❌ Not supported | ✅ Supported |
+| MTP Layers | NVFP4 | BF16 |
 | Calibration Samples | 128 | **512** |
 | Calibration Seq Length | 2048 | **4096** |
 | MMLU-Pro Accuracy | 23.56% | **23.91%** |
@@ -47,13 +46,12 @@ This model uses **mixed precision** to preserve accuracy and MTP functionality:
 
 ## Performance
 
-| Metric | BF16 | NVFP4-v1 | **This Model** |
+| Metric | BF16 | NVFP4 | **This Model** |
 |--------|------|----------|----------------|
 | MMLU-Pro | 24.83% | 23.56% | **23.91%** |
 | Size | 62.4 GB | 20.4 GB | **20.9 GB** |
 | Compression | 1x | 3.1x | **3.0x** |
 | Accuracy Loss | - | -1.27% | **-0.92%** |
-| MTP Working | ✅ | ❌ | ✅ |
 
 ### MTP Acceptance Rate
 
@@ -68,12 +66,12 @@ MTP quality is preserved (actually slightly improved) after quantization.
 
 MTP speculative decoding currently shows overhead rather than speedup due to missing `torch.compile` support for the MTP drafter model in vLLM. For best throughput, run without MTP enabled until this is resolved upstream.
 
-| Configuration | Tokens/sec | Recommendation |
-|---------------|------------|----------------|
-| Without MTP | 78.1 tok/s | ✅ **Use this** |
-| With MTP (1 token) | 64.7 tok/s | ❌ |
-| With MTP (2 tokens) | 56.8 tok/s | ❌ |
-| With MTP (4 tokens) | 44.5 tok/s | ❌ |
+| Configuration | Tokens/sec |
+|---------------|------------|
+| Without MTP | 78.1 tok/s |
+| With MTP (1 token) | 64.7 tok/s |
+| With MTP (2 tokens) | 56.8 tok/s |
+| With MTP (4 tokens) | 44.5 tok/s | 
 
 ## Usage