Revert "fix some typos" (#6244)

benchmark/multi_chain_reasoning/README.md

@@ -1,11 +1,11 @@
-## Download Data
+## Download data
 ```
 wget https://raw.githubusercontent.com/openai/grade-school-math/master/grade_school_math/data/test.jsonl
 ```
 
-## Run Benchmark
+## Run benchmark
 
-### Benchmark SGLang
+### Benchmark sglang
 ```
 python -m sglang.launch_server --model-path meta-llama/Llama-2-7b-chat-hf --port 30000  --schedule-conservativeness 1.3
 ```
@@ -16,7 +16,7 @@ python3 bench_sglang.py --num-questions 32 --parallel 1
 ```
 
 
-### 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
 ```
@@ -26,7 +26,7 @@ python3 bench_other.py --num-questions 64 --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
@@ -37,12 +37,12 @@ python3 bench_other.py --num-questions 64 --backend lightllm
 ```
 
 
-### Benchmark Guidance
+### Benchmark guidance
 ```
 python3 bench_other.py --num-questions 8 --backend guidance --parallel 1 --n-ctx 4096 --model-path path/to/gguf
 ```
 
-### Benchmark LMQL
+### Benchmark lmql
 
 ```
 python3 bench_other.py --num-questions 64 --backend lmql --parallel 1