From a6a14f1bf93a3b205740649f26116e68c76ea344 Mon Sep 17 00:00:00 2001
From: PENG Bo <33809201+BlinkDL@users.noreply.github.com>
Date: Mon, 31 Oct 2022 15:30:35 +0800
Subject: [PATCH] Update README.md

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index ad4efa1..634490a 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
 # The RWKV Language Model (and my tricks for LMs)
 
-## RWKV: RNN with Transformer-level Performance
+## RWKV: RNN with Transformer-level LLM Performance
 
-RWKV is a RNN with Transformer-level performance, which can also be directly trained like a GPT transformer (parallelizable). And it's attention-free. You only need the hidden state at position t to compute the state at position t+1. You can use the "GPT" mode to quickly computer the hidden state for the "RNN" mode.
+RWKV is a RNN with Transformer-level LLM performance, which can also be directly trained like a GPT transformer (parallelizable). And it's attention-free. You only need the hidden state at position t to compute the state at position t+1. You can use the "GPT" mode to quickly computer the hidden state for the "RNN" mode.
 
 So it's combining the best of RNN and transformer - **great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding** (using the final hidden state).
 
@@ -20,7 +20,7 @@ You are welcome to join the RWKV discord https://discord.gg/bDSBUMeFpc to build
 
 **Download RWKV-4 0.1/0.4/1.5/3/7B weights**: https://huggingface.co/BlinkDL
 
-I am training RWKV-4 7/14/24B on the Pile: https://wandb.ai/blinkdl/RWKV-v4-Pile
+I am training RWKV-4 7/14B on the Pile: https://wandb.ai/blinkdl/RWKV-v4-Pile
 
 ![RWKV-eval](RWKV-eval.png)