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README.md

@@ -14,7 +14,7 @@ datasets:
 metrics:
   - accuracy
 model-index:
-  - name: Catalyst SSC SNN Benchmark
+  - name: Catalyst SSC SNN Benchmark (N3)
     results:
       - task:
           type: audio-classification
@@ -23,34 +23,28 @@ model-index:
           name: Spiking Speech Commands (SSC)
           type: ssc
         metrics:
-          - name: Float Accuracy
+          - name: Float Accuracy (N3)
             type: accuracy
-            value: 72.1
-          - name: Quantized Accuracy (int16)
-            type: accuracy
-            value: 71.6
+            value: 76.4
 ---
 
-# Catalyst SSC SNN Benchmark
+# Catalyst SSC SNN Benchmark (N3)
 
-Spiking Neural Network for spoken command classification on SSC.
+Spiking Neural Network for spoken command classification on SSC. #1 SOTA (76.4%), beating Bittar (74.2%) and Loihi 2 (69.8%).
 
 ## Model Description
 
-- **Architecture**: 700 → 1024 (recurrent adLIF) → 512 (adLIF) → 35
+- **Architecture (N3)**: 700 → 1024 (recurrent adLIF) → 512 (adLIF) → 35
 - **Neuron model**: Adaptive Leaky Integrate-and-Fire (adLIF) with Symplectic Euler discretization
 - **Training**: Surrogate gradient BPTT, fast-sigmoid surrogate (scale=25)
-- **Hardware target**: Catalyst N1/N2/N3 neuromorphic processors
-- **Quantization**: Float32 weights -> int16, membrane decay -> 12-bit fixed-point
+- **Hardware target**: Catalyst N3 neuromorphic processor
 
 ## Results
 
 | Metric | Value |
 |--------|-------|
-| Float accuracy | 72.1% |
-| Quantized accuracy (int16) | 71.6% |
+| Float accuracy | 76.4% |
 | Parameters | 2,313,763 |
-| Quantization loss | 0.5% |
 
 ## Reproduce
 
@@ -61,23 +55,11 @@ pip install -e .
 python ssc/train.py --device cuda:0
 ```
 
-## Deploy to Catalyst Hardware
-
-```python
-import catalyst_cloud
-
-client = catalyst_cloud.Client()
-result = client.simulate(
-    model="catalyst-neuromorphic/ssc-snn-benchmark",
-    input_data=your_spikes,
-    processor="n2"
-)
-```
-
 ## Links
 
 - **Benchmark repo**: [catalyst-neuromorphic/catalyst-benchmarks](https://github.com/catalyst-neuromorphic/catalyst-benchmarks)
 - **Cloud API**: [catalyst-neuromorphic.com](https://catalyst-neuromorphic.com)
+- **N3 paper**: [Zenodo DOI 10.5281/zenodo.18881283](https://zenodo.org/records/18881283)
 - **N2 paper**: [Zenodo DOI 10.5281/zenodo.18728256](https://zenodo.org/records/18728256)
 - **N1 paper**: [Zenodo DOI 10.5281/zenodo.18727094](https://zenodo.org/records/18727094)