Update README.md

README.md

@@ -50,7 +50,7 @@ We show a brief overview of each stage below:
 
 <div align="center">
 
-| Stage | Tokens | Step | Seqlen | Batch | 
+| Stage | Tokens | Step | Seqlen | Batch Size | 
 | ----- | ------ | ------ | ---- | ----- |
 | Pretrain | 12T | 877,500 | 8K | 1408 -> 3072 |
 | Midtrain | 200B | 8,000 | 64K | 384 |
@@ -61,10 +61,6 @@ We show a brief overview of each stage below:
 
 </div>
 
-## Ripple-65B Base Preview
-
-This repo contains the unquantized base model checkpoint directly after pretraining. 
-
 ## Instruct Model Benchmarks
 
 We compare Ripple-65B Preview against currently-available US open-weight frontier models.
@@ -94,7 +90,7 @@ Therefore, our results represent a best-effort attempt at a fair comparison.
   | **Knowledge** | | | | | |
   | MMLU | *89.60* | *92.0* | *91.3* | **92.6** | *92.4* |
   | MMLU-Pro | *84.15* | 86.8 | *87.3* | **87.95** | *76.5* |
-  | GPQA Diamond | *85.19* | 87.0 | 87.2[^h] | 89.0 | **90.6** |
+  | GPQA Diamond | *85.19* | 87.0 | 87.2 | 89.0 | **90.6** |
   | **Math** | | | | | |
   | AIME 2024 | *97.08* | *94.17* | *97.5* | **97.92** | *96.67* | 
   | AIME 2025 | *98.33* | *94.17* | *91.67* | **100.0** | *99.58* |
@@ -103,12 +99,12 @@ Therefore, our results represent a best-effort attempt at a fair comparison.
   | **Coding & Agentic** | | | | | |
   | Terminal-Bench 2.1 (reported) | **80.52** | 56.4 | 63.8 | 76.4 | *80.1* |
   | Terminal-Bench 2.1 (Terminus 2) | **80.52** | *51.31* | *55.43* | *79.78* | *67.79* |
-  | SWE-bench Verified | — | 71.9 | 77.6[^f] | *78.67* | **81.6**[^n] |
-  | SWE-bench Pro v1.0 | — | *46.92* | 54.3[^g] | — | **66.1** |
+  | SWE-bench Verified | — | 71.9 | 77.6 | *78.67* | **81.6**[^n] |
+  | SWE-bench Pro v1.0 | — | *46.92* | 54.3 | — | **66.1** |
   | SWE-bench Pro v2.0 Hard | — | *30.72* | *1.96* | *52.29* | 76.5 |
   | DeepSWE 1.1 | — | *0.22* | *1.96* | **60**[^j] | 43.3 |
   | SciCode | *39.40* | 44.6 | *39.18* | **58.5** | 49.2 | 
-  | τ³-bench banking | —| 22.6 | 23.7[^h] | *14.43* | **36.1** |
+  | τ³-bench banking | —| 22.6 | 23.7 | *14.43* | **36.1** |
   | AutomationBench (Public) | — | *8.39* | *14.56* | *42.44* | 39.3 | 
   | MCP Atlas | — | *62.2* | 76.0[^i] | **89.2** | 80.8 |
   | **Safety** | | | | | |