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 10: CORRECT - Jessica Williams <-> Brian O'Connor = True
Case 11: CORRECT - Nathan Clark <-> Michelle Davis = False
Case 19: CORRECT - Mark Peterson <-> Katherine Liu = False

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Results: 10/20 correct (50.0%)
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Errors:
  - Case 7: WRONG - Expected False, got True (Daniel Brown <-> Sophia Lee)
  - Case 8: WRONG - Expected True, got False (Chris Anderson <-> Patricia Nguyen)
  - Case 9: WRONG - Expected False, got True (Andrew Thompson <-> Maria Santos)
  - 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 15: WRONG - Expected False, got True (Tyler Robinson <-> Samantha Brooks)
  - Case 16: WRONG - Expected True, got False (Diana Rodriguez <-> William Chang)
  - Case 17: WRONG - Expected False, got True (Eric Foster <-> Nicole Baker)
  - Case 18: WRONG - Expected True, got False (Alexandra Green <-> Jason Kim)

FAILED: Only 50.0% accuracy (threshold: 80%)