query routing before the query embedding

[ramsterr]

it looks like a really simple embed query function but i think this is the key to major improvements

like , what if i could improve the query by adding extra words in that query

basically think like a query router , you see what kind of query it is and add certain more words/tokens to the already existing query to better the embeddings and have better search and stuff.

i can do some experiments and add some kind of tests etc to see its score and how much it is.

drop this implementation of 'query router for token addition' incase i dont see SIGNIFICANT better responses.

LAST MOST IMPORTANT THING
try to keep the token addition sensitive to miniLM L6 , see what the embedding model behaves the best with
basically i think this would turn out good if i actually run it and then log down the behaviour
id have to manually see the likeliness of what i wanted in the query +tests.

so whatver i do here int he query router is slightly embedding model specific , but not too much since they have a good corpus in english.

[ramsterr]

DONOT add random words !

add a coherent sentence at the end of the query as a suffix. for example
"think hard'
'look at ["xyz"] file'( when the user selects to look at xyz file from option from the tui)
'explain the function to me'

and other sorts of these coherent sentences which improve model performance through that given type of query.

you can also not choose to route , and lets say you wanna route then think like some word based routing than NN based.

because thats how attention works , im not throwing a random bag of words lol.

[ramsterr]

oh YES THIS THING is nice !

for routing i can do simple word based routing

"how ", "what does" , "explain" -> 'explain the implementation and behavior'

'test', 'verify', 'assert'-> 'find test cases and assertions'

add an extensive rules of these word based routings

THE PROBLEM HERE IS , how to handle conflicting route signals

lets say 'how to test '

'how' take me to a different route
'test' takes me to a different route

so the best is to append the two routes .
query + 'explain the implementation and behavior' + 'find test cases and assertions'

i might be wrong on this but it seems like an obvious solution.