microsoft / microsoft/SPTAG

How does SPTAG solve the false-negative issue?

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question
Dominant language
C++
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Merged PRs (30d)
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Description

A well-documented drawback of LSH, in general, is the 'false-negative' issue, whereby you do not know truly whether all nearest neighbors were actually considered at query time.

Approaches to solving this in other libraries have made good headway - how does SPTAG handle this specific issue?

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

The issue names no files, tests, or entry points. Start by locating SPTAG's documentation and approximate-nearest-neighbor search implementation, then trace how query-time candidate selection is described; the work is done when the repository explains how SPTAG handles possible false negatives.

Written by the indexing model from the issue text.

Assessment

Tech stack
cpp
Domain
search
Issue type
Documentation
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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