mlsanityData to 7 Oct 2026

Grover's Algorithm for Question Answering

arXiv 2106.05299 ↗First posted 9 Jun 2021quant-ph cs.CLcited by 2

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Abstract (arXiv)

Grover's algorithm, a well-know quantum search algorithm, allows one to find the correct item in a database, with quadratic speedup. In this paper we adapt Grover's algorithm to the problem of finding a correct answer to a natural language question in English, thus contributing to the growing field of Quantum Natural Language Processing. Using a grammar that can be interpreted as tensor contractions, each word is represented as a quantum state that serves as input to the quantum circuit. We here introduce a quantum measurement to contract the representations of words, resulting in the representation of larger text fragments. Using this framework, a representation for the question is found that contains all the possible answers in equal quantum superposition, and allows for the building of an oracle that can detect a correct answer, being agnostic to the specific question. Furthermore, we show that our construction can deal with certain types of ambiguous phrases by keeping the various different meanings in quantum superposition.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 15 of its 37 references that are in the map. First posted on arXiv 9 Jun 2021.

Builds on

15 of 37 references.

References · 15

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3 more
  1. 2013A State of the Art of Word Sense Induction: A Way Towards Word Sense Disambiguation for Under-Resourced Languagescited by 2
  2. 2020Incremental Monoidal Grammarscited by 2
  3. 2020Putting a Spin on Language: A Quantum Interpretation of Unary Connectives for Linguistic Applicationscited by 2

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Citing papers per year: 2023: 1; 2024: 1.

2 papers.