Finally we include our proposed Balanced Proximity-based Model, denoted as BPM, which formulates semantic proximity and positional proximity into a unified language smoothing framework, with flexible intra-document smoothing and inter-document smoothing.
pLM mainly utilizes positional information while no semantic association is considered.