benwtrent commented on issue #13611:
URL: https://github.com/apache/lucene/issues/13611#issuecomment-2253065836

   OK, after correcting my testing function, here are the `k`s I had to set to 
get the true NN.
   
   ```
   k=140 with graph settings m=16 and b=100
   k=145 with graph settings m=16 and b=150
   k=145 with graph settings m=16 and b=200
   k=5 with graph settings m=16 and b=250 // Seems like the sweet spot
   k=165 with graph settings m=32 and b=100
   k=165 with graph settings m=32 and b=150
   k=165 with graph settings m=32 and b=200
   k=170 with graph settings m=32 and b=250
   k=170 with graph settings m=48 and b=100
   k=170 with graph settings m=48 and b=150
   k=170 with graph settings m=48 and b=200
   k=170 with graph settings m=48 and b=250
   k=170 with graph settings m=64 and b=100
   k=170 with graph settings m=64 and b=150
   k=170 with graph settings m=64 and b=200
   k=170 with graph settings m=64 and b=250
   ```
   
   It seems given the order of your data, we are hitting local minima pretty 
often. Increasing the beamWidth for your format seems like the best option as 
it will increase graph quality, allowing the graph building itself to not get 
stuck in local minma. 
   
   Or, you can set `k` higher.


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