High-frequency trading can impact market liquidity differently depending on the type of activity. Some models show that more high-frequency trading can improve liquidity, while others show the opposite effect. The type of high-frequency activity, such as orders or trades, also plays a role. More high-frequency orders can decrease market liquidity, possibly due to increased quote volatility.