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README.md

@@ -20,17 +20,39 @@ Each run is stored in its own folder and contains a single `model.pt` file. Thes
 
 ## Repository contents
 
-Models from the ablation grid include:
+Models from the ablation grid include all trained variants across Round 1 and Round 2:
 
+### FP16 Baselines
 | Path | Description |
 |---|---|
-| `run_01/model.pt` | Transformer BPE FP16 (Baseline) |
-| `run_02/model.pt` | Transformer Byte FP16 (Best performer) |
+| `run_01/model.pt` | Transformer BPE (16K vocab) FP16 |
+| `run_02a_byte_only_heads/model.pt` | Transformer Byte FP16 (Independent heads) |
+| `run_02/model.pt` | Transformer Byte FP16 (LocalByteDecoder) — **Best Performer** |
 | `run_03/model.pt` | MLGRU Byte FP16 |
+
+### 50M Ternary Chain (V3 and Ablations)
+| Path | Description |
+|---|---|
+| `run_04/model.pt` | MLGRU Byte Ternary |
+| `run_05/model.pt` | MLGRU Byte Ternary + FPResidual (CPU-1 core) |
+| `run_05b_kernel_strict/model.pt` | CPU-1 core without W_o |
+| `run_06/model.pt` | CPU-1 core + Bolmo (Dynamic patches) |
 | `run_07/model.pt` | CPU-1 COMPLETE (V3 Ternary with DeleteGate) |
-| `run_09/model.pt` | CPU-1 + PFNet |
-| `run_14_r2/model.pt` | Small 10M Byte (Round 2) |
-| ... and all other runs | (Check the folder structure for the full list) |
+| `run_08/model.pt` | Folded Transformer Byte Ternary |
+| `run_09/model.pt` | CPU-1 COMPLETE + PFNet |
+| `run_10/model.pt` | CPU-1 COMPLETE + PFNet + Per-Channel Decay |
+
+### 10M Scale Runs (Ternary)
+| Path | Description |
+|---|---|
+| `run_13/model.pt` | 10M BPE + Ternary (Round 1 - 2 tok/p) |
+| `run_13_r2/model.pt` | 10M BPE + Ternary (Round 2 - 15 tok/p) |
+| `run_14/model.pt` | 10M Byte + Ternary (Round 1 - 2 tok/p) |
+| `run_14_r2/model.pt` | 10M Byte + Ternary (Round 2 - 15 tok/p) |
+| `run_15/model.pt` | 10M Byte + Ternary + EmbeddingAligner (Round 1) |
+| `run_15_r2/model.pt` | 10M Byte + Ternary + EmbeddingAligner (Round 2) |
+| `run_16/model.pt` | 10M Byte + Ternary (No teacher logprobs) (Round 1) |
+| `run_16_r2/model.pt` | 10M Byte + Ternary (No teacher logprobs) (Round 2) |
 
 ## How to test them locally