Research Article

Dual-Channel Reasoning Model for Complex Question Answering

Table 2

Ablation results on the HotpotQA dataset.

ModelAnswerSup factJoint
EMF1EMF1EMF1

Baseline
—Yang et al.45.6059.0220.3264.4910.8340.16
—Yang et al.49.0663.6232.0175.4018.1250.36
—Only ans49.8864.42
—Only sup43.1579.61

Single channel
  CGDe/FGIn51.0465.5739.4579.8023.4954.79
  Only CGDe50.8165.2038.7879.3522.6253.86
  Only FGIn49.7264.3941.0380.7223.0353.97

Dual channel
—Baseline-Dual49.5664.1547.6183.4526.4455.41
—CGDe-Baseline51.2365.4246.7183.0326.7955.77
—FGIn-Baseline50.4264.8248.9384.1027.9556.47