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This used to be my field before I quit academia. There are two answers both indicating towards - yes, babies remember:
every time we (scientists) devise a new way to ask even younger kinds (infants) whether they understand one thing or another, or whether they remember, we find out that they do. The problem is how to communicate with a nonverbal infant, let alone a newborn.
A lot of brain development happening in the first 6 years or so is killing a lot of neural connections and strengthening others.
The leading theory (10 years ago, when I left the field, science can move fast) proposed that this may be why adults rarely remember things before age 3 - but young children have LOADS memories of before age 3 with accounts (anecdotes) of young children having memories of the prenatal phase (“when I was in mama’s belly …”) - I call these anecdotes because I know of of many parents with these anecdotes, but no study that actually looked into validity of these stories.
The theory then simply argues that as the brain matures and kids learn all the new things they need to learn, they retire these very early memories - they simply forget. But they did have them.
It's my understanding that the current research indicates children switch from symbolic memory (memories encoded as symbols and images) to verbal memory, where primary memories are encoded as words and thoughts.
When this switch happens, the symbolic memory becomes essentially inaccessible. Thus why people's memories usually "start" around the time they learn language.
Wait, so does symbolic memory transition to being primarily language? I assume we retain symbolic memory in some capacity?
So the younger the kid, the earlier memories he will be able to recall? Is there some sort of a hard line where kids are unable to form long form memory?
See point 1 above. We simply do not know. But I would not expect it to be linear. Just that they gradually forget things from very early life as they form new stronger memories of events and skills.