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Currently I'm trying to build syntax-aware NMT model.
In this project, I need the sequence of one of three transition actions (SHIFT, REDUCE-L, REDUCE-R)

Similar to what is in the image a

This chunk represents the transition-based dependency for 2 sentences(1 for 1 chunk split by empty lines)

I'm using Syntaxnet to get the dependency parse tree first, but it doesn't directly provide that transition action sequences.
It's results are as follows,

b

Is it possible to get the action sequences similar to this image? Is it possible to convert what is achieved from this image to the original image's format.

rohit thomas
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rokrokss
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1 Answers1

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A function that converts a dependency tree to a sequence of transitions is called an oracle. It is a necessary component of a statistical parser. The transitions you described (shift, reduce-l, reduce-r)¹ are those of the arc-standard transition system (not the arc-eager system, which is: shift, left-arc, right-arc, reduce).

Pseudo-code for an arc-standard oracle:

stack = [] # stack[0] is the top of the stack
buffer = [w1, w2, ..., wn]

while len(buffer) > 0 or len(stack) != 1:
    if stack[0] is the head of stack[1]:
        apply left-arc
    if stack[1] is the head of stack[0]:
        if there is a token in the buffer whose head is stack[0] 
            # (i.e not all children of stack[1] have been attached to it)
            apply shift
        else:
            apply right-arc

These slides present the two parsing algorithms and their oracles.

¹Reduce-left, reduce-right are often named right-arc and left-arc in the context of dependency parsing.

mcoav
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