Revert "fix some typos" (#6244)

benchmark/mmlu/README.md

@@ -1,11 +1,11 @@
-## Download Data
+## Download data
 ```
 bash download_data.sh
 ```
 
-## Run Benchmark
+## Run benchmark
 
-### Benchmark SGLang
+### Benchmark sglang
 ```
 python -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000
 ```
@@ -19,7 +19,7 @@ python3 bench_sglang.py --nsub 10
 python3 bench_sglang.py --backend gpt-3.5-turbo --parallel 8
 ```
 
-### Benchmark vLLM
+### Benchmark vllm
 ```
 python3 -m vllm.entrypoints.api_server --tokenizer-mode auto --model meta-llama/Llama-2-7b-chat-hf --disable-log-requests --port 21000
 ```
@@ -29,7 +29,7 @@ python3 bench_other.py --nsub 10 --backend vllm
 ```
 
 
-### Benchmark LightLLM
+### Benchmark lightllm
 ```
 # A10G
 python -m lightllm.server.api_server --tokenizer_mode auto --model_dir ~/model_weights/llama-2-7b-chat-hf --max_total_token_num 16000 --port 22000
@@ -43,13 +43,13 @@ python3 bench_other.py --nsub 10 --backend lightllm
 ```
 
 
-### Benchmark Guidance
+### Benchmark guidance
 ```
 python3 bench_other.py --nsub 10 --backend guidance --parallel 1 --n-ctx 4096 --model-path path/to/gguf
 ```
 
 
-### Benchmark LMQL
+### Benchmark lmql
 ```
 CUDA_VISIBLE_DEVICES=0,1 lmql serve-model meta-llama/Llama-2-7b-chat-hf --cuda --port 23000
 ```