Quote N_vert in vertices+origin form (9+1) across the checkpoint table

README.md

@@ -29,18 +29,18 @@ Data: [jhtyip/cytransformer-frst-datasets](https://huggingface.co/datasets/jhtyi
 One model per polytope size. They are **not interchangeable** — vocabulary and sequence length
 grow with the number of vertices, so each file loads only into its own configuration.
 
-| File | h<sup>1,1</sup> | N<sub>vert</sub> (paper) | Step | Vocab | Max simplices | Params | Train loss | Val loss |
+| File | h<sup>1,1</sup> | N<sub>vert</sub> | Step | Vocab | Max simplices | Params | Train loss | Val loss |
 |---|---|---|---|---|---|---|---|---|
-| `chkpt_9+1`  | 5  | 10 | 1,120,108 | 129   | 30 | 118.9 M | 2.170 | **2.203** |
-| `chkpt_10+1` | 6  | 11 | 1,019,736 | 213   | 35 | 119.0 M | 2.389 | **2.416** |
-| `chkpt_11+1` | 7  | 12 | 861,838   | 333   | 45 | 119.1 M | 2.579 | **2.575** |
-| `chkpt_12+1` | 8  | 13 | 1,438,540 | 498   | 55 | 119.3 M | 2.757 | **2.829** |
-| `chkpt_14+1` | 10 | 15 | 1,218,169 | 1,004 | 65 | 119.8 M | 2.985 | **2.971** |
+| `chkpt_9+1`  | 5  | 9+1  | 1,120,108 | 129   | 30 | 118.9 M | 2.170 | **2.203** |
+| `chkpt_10+1` | 6  | 10+1 | 1,019,736 | 213   | 35 | 119.0 M | 2.389 | **2.416** |
+| `chkpt_11+1` | 7  | 11+1 | 861,838   | 333   | 45 | 119.1 M | 2.579 | **2.575** |
+| `chkpt_12+1` | 8  | 12+1 | 1,438,540 | 498   | 55 | 119.3 M | 2.757 | **2.829** |
+| `chkpt_14+1` | 10 | 14+1 | 1,218,169 | 1,004 | 65 | 119.8 M | 2.985 | **2.971** |
 
 Losses are read from the curves stored inside each checkpoint, not from external logs.
 
-**Naming.** `9+1` means 9 polytope vertices plus the origin. The paper's N<sub>vert</sub> counts
-the origin, so the paper's N<sub>vert</sub> = 10 is the file `chkpt_9+1` at h<sup>1,1</sup> = 5.
+**Naming.** N<sub>vert</sub> is written as *vertices + origin*: `9+1` is 9 polytope vertices plus
+the origin, i.e. 10 lattice points, which is the paper's N<sub>vert</sub> = 10.
 
 ## Architecture