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Add TransF implementation #9880

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Add TransF implementation #9880

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@yukew1998 yukew1998 commented Dec 19, 2024 •
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TransF

  • TransF implementation of "Knowledge Graph Embedding by Flexible Translation" from (https://cdn.aaai.org/ocs/12887/12887-57589-1-PB.pdf)
    • Transformation equation: $\mathbf{e}_h + f(\mathbf{e}_h, \mathbf{e}_t, \mathbf{e}_r) \cdot \mathbf{e}_r \approx \mathbf{e}_t$
    • Scoring function $d(h, r, t) = - | \mathbf{e}_h + f(\mathbf{e}_h, \mathbf{e}_t, \mathbf{e}_r) \cdot \mathbf{e}_r - \mathbf{e}_t |_p$
    • Scaling function $f(\mathbf{e}_h, \mathbf{e}_t, \mathbf{e}_r) = \sigma((\mathbf{e}_h \odot \mathbf{e}_t) \cdot \mathbf{e}_r)$
  • Added test for TransF
  • Updated changelog and readme

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@wsad1 wsad1 Awaiting requested review from wsad1 wsad1 is a code owner

@EdisonLeeeee EdisonLeeeee Awaiting requested review from EdisonLeeeee EdisonLeeeee is a code owner

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@yukew1998 @akihironitta