# MemQ LLM Answer Benchmark Summary

Generated: 2026-04-09T03:03:18.677Z

## keyword_context
- runs: 12
- completed: 12
- failed: 0
- skipped: 0
- answer pass rate: 75%
- citation hit rate: 50%
- citation recall: 54%

## mem0_context
- runs: 12
- completed: 12
- failed: 0
- skipped: 0
- answer pass rate: 92%
- citation hit rate: 50%
- citation recall: 50%

## memq_context
- runs: 12
- completed: 12
- failed: 0
- skipped: 0
- answer pass rate: 75%
- citation hit rate: 42%
- citation recall: 42%

## no_memory
- runs: 12
- completed: 12
- failed: 0
- skipped: 0
- answer pass rate: 0%
- citation hit rate: 0%
- citation recall: 0%

## Comparisons
- memq_context vs no_memory: answer pass delta 75 pts, citation hit delta 42 pts, citation recall delta 42 pts
- memq_context vs keyword_context: answer pass delta 0 pts, citation hit delta -8 pts, citation recall delta -12 pts
- memq_context vs mem0_context: answer pass delta -17 pts, citation hit delta -8 pts, citation recall delta -8 pts