"Best" is a superlative adjective, so it uses the -est suffix, which doesn't pluralize. For example, you would always say: "Kate's a great racer. One of the fastest." Though she's among a set of fastest racers, you would never say she's one of the "fastests." The same construction applies to "best." More @Wikipedia
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