Update README.md

README.md

@@ -1,4 +1,4 @@
-# Overflow Probe on PISCO vectors
+# Overflow Probe on PISCO representations
 
 A binary MLP probe that detects **token overflow** in soft-compressed document representations [PISCO](https://arxiv.org/abs/2501.16075). Token overflow occurs when a document's information content exceeds the capacity of the compressed token budget, leading to degraded downstream QA performance.
 
@@ -8,7 +8,7 @@ The probe takes a 4096-dim vector:
 
 | Component | Description |
 |-----------|-------------|
-| `mid_q` | Last hidden representation from mid layer (16) of a PISCO decoder model with standard prompt, compressed context, and question|
+| `mid_q` | Last hidden representation from mid layer (16) of a PISCO decoder model with standard prompt, compressed context, and a question.|
 
 
 Output: probability that the compressed representation has **overflowed** (i.e., lost critical information).