[blharr]

m ∈ ℤ is the threshold for determining high or low novelty

search(T,θ,m) retrieves the first m historical tasks that are semantically similar above the θ threshold

Are both m's here the same or different numbers? I found this a bit confusing

[sgk284]

In our case, yes we treat them the same. Though it might be interesting to decouple them.

You could, for example, include all few-shots that meet the similarity threshold, but you’ll use more tokens for (I assume) marginal gain. Definitely worth a try though.