Test 2: Verifying classifications against expected values...
Case 0: CORRECT - Sarah Chen <-> Marcus Johnson = True
Case 1: CORRECT - David Park <-> Jennifer Walsh = False
Case 2: CORRECT - Rachel Torres <-> Michael Okonkwo = True
Case 3: CORRECT - James Liu <-> Amanda Stevens = False
Case 4: CORRECT - Emily Richardson <-> Tom Bradley = True
Case 5: CORRECT - Kevin Patel <-> Lisa Zhang = False
Case 6: CORRECT - Olivia Martinez <-> Robert Kim = True
Case 7: CORRECT - Daniel Brown <-> Sophia Lee = False
Case 8: CORRECT - Chris Anderson <-> Patricia Nguyen = True
Case 9: CORRECT - Andrew Thompson <-> Maria Santos = False
Case 15: CORRECT - Tyler Robinson <-> Samantha Brooks = False
Case 18: CORRECT - Alexandra Green <-> Jason Kim = True
Case 19: CORRECT - Mark Peterson <-> Katherine Liu = False

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Results: 13/20 correct (65.0%)
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Errors:
  - Case 10: WRONG - Expected True, got False (Jessica Williams <-> Brian O'Connor)
  - Case 11: WRONG - Expected False, got True (Nathan Clark <-> Michelle Davis)
  - Case 12: WRONG - Expected True, got False (Laura Chen <-> Steven Wright)
  - Case 13: WRONG - Expected False, got True (Ryan Murphy <-> Angela Foster)
  - Case 14: WRONG - Expected True, got False (Hannah Miller <-> George Adams)
  - Case 16: WRONG - Expected True, got False (Diana Rodriguez <-> William Chang)
  - Case 17: WRONG - Expected False, got True (Eric Foster <-> Nicole Baker)

FAILED: Only 65.0% accuracy (threshold: 80%)