its not so much about benefit, as it is a design goal to want large context windows.
https://twitter.com/suchenzang/status/1699926157028897078?s=... notes some issues directly comparing the 16k context number. the odd choice of tokenizer means its effectively like a 10-12k model (? ballpark, not calculated)