msokolov commented on issue #12627:
URL: https://github.com/apache/lucene/issues/12627#issuecomment-1768315395

   Have you any results how connectivity varies with maxconn? I found [this 
article](https://qdrant.tech/articles/filtrable-hnsw/) that talks about 
connectivity when filtering; anyway it shows a suggestive graph that made me 
think maybe there is a non-linear behavior and we should try to fit maxconn to 
the dataset better. I also believe that this GloVe data is somewhat 
pathological - it doesn't have the best numerical properties. Maybe try 
re-running your test with some of the other wikipedia-based datasets we 
generated for luceneutil like the one using the minilm model?
   
   Also - can you think of some way to preserve global connectivity while 
removing links? It seems somewhat intractable to me, but maybe there is some 
way?


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