Research Article

A Multimodal Retrieval and Ranking Method for Scientific Documents Based on HFS and XLNet

Algorithm 1

Mathematical expression similarity calculation.
Input: a LaTeX form of the recognized mathematical expression
Output: a set of mathematical expressions similar to
(1)//Initialize the feature vector database
(2) //parsed by FDS
(3)
(4)while () do
(5)  for in :
(6)    //Structural attribute membership value
(7)   //Operator and operand attribute membership values
(8)    //Hesitant fuzzy set of
(9)    //The similarity between expressions and is transformed into the similarity between the hesitant fuzzy set and
(10)   Add to table simexp
(11)  end for
(12)end while
(13)return simexp
(14)END