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A Fundamental Algorithm for Dependency Parsing (With Corrections)

Published: October 22, 2025 | arXiv ID: 2510.19996v1

By: Michael A. Covington

Potential Business Impact:

Helps computers understand sentences like people do.

Business Areas:
Natural Language Processing Artificial Intelligence, Data and Analytics, Software

This paper presents a fundamental algorithm for parsing natural language sentences into dependency trees. Unlike phrase-structure (constituency) parsers, this algorithm operates one word at a time, attaching each word as soon as it can be attached, corresponding to properties claimed for the parser in the human brain. Like phrase-structure parsing, its worst-case complexity is $O(n^3)$, but in human language, the worst case occurs only for small $n$.

Country of Origin
πŸ‡ΊπŸ‡Έ United States

Page Count
8 pages

Category
Computer Science:
Computation and Language