Specify Catalyst N2 in benchmark results tables

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

Author: Henry Barnes

README.md

@@ -8,7 +8,7 @@ Official benchmark suite for [Catalyst neuromorphic processors](https://catalyst
 
 All results are reproducible. Clone, install, train, deploy.
 
-## Results
+## Results — Catalyst N2
 
 | Benchmark | Classes | Architecture | Neuron | Float Acc | Params | Beats |
 |-----------|---------|-------------|--------|-----------|--------|-------|
@@ -18,12 +18,12 @@ All results are reproducible. Clone, install, train, deploy.
 | **GSC KWS** | 12 | 40→512→12 (rec, S2S) | adLIF | **88.0%** | 291K | — |
 | **DVS Gesture** | 11 | — | — | *in progress* | — | — |
 
-All results are reproducible from this repo. See `results.json` for machine-readable results with full training configs.
+All models are trained using the Catalyst N2 neuron models (LIF/adLIF) and deploy to Catalyst N2 FPGA hardware via int16 weight quantization. See `results.json` for machine-readable results with full training configs.
 
 ## Competitive Context
 
-| Benchmark | Catalyst | Loihi 1 | Loihi 2 | Akida 2 | SpiNNaker 2 |
-|-----------|----------|---------|---------|---------|-------------|
+| Benchmark | Catalyst N2 | Loihi 1 | Loihi 2 | Akida 2 | SpiNNaker 2 |
+|-----------|-------------|---------|---------|---------|-------------|
 | SHD | **90.7%** | 89.0% | 90.9% | — | — |
 | SSC | **72.1%** | — | 69.8% | — | — |
 | N-MNIST | **99.2%** | 99.5% | — | — | — |