Update README.md

README.md

@@ -20,14 +20,14 @@ RWKV-4 3B is a L32-D2560 causal language model trained on the Pile. See https://
 
 Use https://github.com/BlinkDL/ChatRWKV to run it.
 
-New checkpoint: RWKV-4-Pile-3B-20221110-ctx4096.pth : Fine-tuned to ctx_len = 4096
+Best checkpoint: RWKV-4-Pile-3B-20221110-ctx4096.pth : Fine-tuned to ctx_len = 4096
 * LAMBADA ppl 5.25, acc 63.96%
 * PIQA acc 74.16%
 * SC2016 acc 70.71%
 * Hellaswag acc_norm 59.89%
 * ctx_len = 4096 n_layer = 32 n_embd = 2560
 
-Final checkpoint: RWKV-4-Pile-3B-20221008-8023.pth : Trained on the Pile for 331B tokens.
+Previous checkpoint: RWKV-4-Pile-3B-20221008-8023.pth : Trained on the Pile for 331B tokens.
 * Pile loss 1.9469
 * LAMBADA ppl 5.24, acc 63.94%
 * PIQA acc 73.72%