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Quantum computing applied to natural language processing
Quantum natural language processing (QNLP) is the application of quantum computing to natural language processing (NLP). It computes word embeddings as
Quantum natural language processing
Quantum_natural_language_processing
Belgian theoretical physicist and logician
language,, quantum natural language processing (QNLP) and quantum education through the book Quantum in Pictures. He is a founder of the Quantum Physics
Bob_Coecke
Mathematical framework for natural language processing
categorical quantum mechanics to natural language processing. It started with the observation that pregroup grammars and quantum processes shared a common
DisCoCat
Computing company founded in 2014
design and implementation of quantum natural language processing applications. To build a quantum natural language processing model, Lambeq parses the grammatical
Quantinuum
Quantum mechanics posed in terms of category theory
functor from grammar to quantum processes, a formal analogy which led to the development of quantum natural language processing. ZX-calculus String diagram
Categorical_quantum_mechanics
Computer hardware technology that uses quantum mechanics
A quantum computer is a computer that represents and processes information using quantum states. Quantum computations exploit phenomena such as superposition
Quantum_computing
Type of machine learning model
A large language model (LLM) is an AI model (typically a neural network) trained on a vast amount of text for natural language processing tasks, especially
Large_language_model
Statistical model of language
A language model is a computational model that predicts sequences in natural language. Language models are useful for a variety of tasks, including speech
Language_model
Application of quantum theory mathematics to cognitive phenomena
microscopic quantum processes in the human brain. Quantum cognition can be applied to model cognitive phenomena such as information processing by the human
Quantum_cognition
Engineering discipline
control theory, signal processing, and microelectronics, and more applied fields such as computer vision, natural language processing, bioinformatics, medical
Information_engineering
Graphical representation of a morphism
Categorical quantum mechanics Quantum circuits, measurement-based quantum computing and quantum error correction, see ZX-calculus Natural language processing, see
String_diagram
Interdisciplinary research area
methods involve both classical and quantum processing, where computationally difficult subroutines are outsourced to a quantum device. These routines can be
Quantum_machine_learning
Applications of category theory
limited to computer science, physics (in particular quantum mechanics), natural language processing, control theory, probability theory and causality.
Applied_category_theory
Machine learning paradigm using minimal training data
This article about natural language processing is a stub. You can help Wikipedia by adding missing information.
Few-shot_learning
Application of quantum mechanics and chemistry to biology
white balance: A quantum information-based chromatic adaptation transform [hypercomplex signal and image processing]". IEEE Signal Processing Magazine. 41
Quantum_biology
Series of language models developed by Google AI
state of the art for large language models. As of 2020[update], BERT is a ubiquitous baseline in natural language processing (NLP) experiments. BERT is
BERT_(language_model)
Standardized AI performance test
A language model benchmark is a standardized test designed to evaluate the performance of language models on various natural language processing tasks
Language_model_benchmark
Algorithm to be run on quantum computers
In quantum computing, a quantum algorithm is an algorithm that runs on a realistic model of quantum computation, the most commonly used model being the
Quantum_algorithm
"Thermodynamical models of information processing" (in Russian) which shows the computational infeasibility of simulating quantum systems on classical computers
Timeline of quantum computing and communication
Timeline_of_quantum_computing_and_communication
Subfield of computer science and mathematics
or trapped-ion quantum computing devices. Dually, one can view processes occurring in nature as information processing. Such processes include self-assembly
Theoretical_computer_science
Dutch research institute
Interpretable Machine Learning for Natural Language Processing, Cognitive Modelling, Logic, Games and Social Agency and Quantum Information and Computation.
Institute for Logic, Language and Computation
Institute_for_Logic,_Language_and_Computation
Type of recurrent neural network with random and non-trainable internal structure
Information Processing Systems: 1313–1320. Chen, Jiayin; Nurdin, Hendra; Yamamoto, Naoki (2020-08-24). "Temporal Information Processing on Noisy Quantum Computers"
Reservoir_computing
Concept in software engineering and computer science
and sketching out its major concerns. Recognizing that the extension of processing power into everyday scenarios would necessitate understandings of social
Ubiquitous_computing
Any entity that can be measured
the set of all possible system states, e.g., position and momentum. In quantum mechanics, an observable is described by a linear operator. For example
Observable
Research University in Kolkata, India
Chattarji, materials scientist Satish Ogale, quantum computing researcher Shibdas Roy, natural language processing expert Prasenjit Majumder and cryptolgists
The Chatterjee Group Centres for Research and Education in Science and Technology
The_Chatterjee_Group_Centres_for_Research_and_Education_in_Science_and_Technology
Quantum search algorithm
In quantum computing, Grover's algorithm, also known as the quantum search algorithm, is a quantum algorithm for unstructured search that finds with high
Grover's_algorithm
Model of quantum computing
In quantum information theory, a quantum circuit is a model for quantum computation, similar to classical circuits, in which a computation is a sequence
Quantum_circuit
Overview of and topical guide to computer science
algorithms. Natural language processing – Building systems and algorithms that analyze, understand, and generate natural (human) languages. Robotics –
Outline_of_computer_science
Units defined only by physical constants
predictions of the Standard Model, quantum field theory and general relativity are not expected to apply, and quantum effects of gravity are expected to
Planck_units
representation and reasoning, planning, machine learning, deep learning, natural language processing, computer vision, and related areas. A* search algorithm Alpha–beta
List of artificial intelligence algorithms
List_of_artificial_intelligence_algorithms
Research division of Microsoft
focus includes natural user interfaces, multimedia, data-intensive computing, search and online advertising, natural language processing, and computer
Microsoft_Research
1960 article by Eugene Wigner
approximate, numerical coincidence." Wigner's second example comes from quantum mechanics: Max Born "noticed that some rules of computation, given by Heisenberg
The Unreasonable Effectiveness of Mathematics in the Natural Sciences
The_Unreasonable_Effectiveness_of_Mathematics_in_the_Natural_Sciences
Sequence of operations for a task
defenses against attacks using quantum computing. Algorithms can be expressed in many kinds of notation, including natural languages, pseudocode, flowcharts
Algorithm
In gate-based quantum computing, various sets of quantum logic gates are commonly used to express quantum operations. The following tables list several
List_of_quantum_logic_gates
Computer system simulating intelligence
certainties and uncertainties or with imprecise data - as with natural language-processing technologies but it doesn't have learning abilities. This technique
Computational_intelligence
Type of large language model
network (RNN) designs for natural language processing (NLP). The architecture's use of an attention mechanism allows models to process entire sequences of text
Generative pre-trained transformer
Generative_pre-trained_transformer
U.S. brain and cognitive scientist
areas include Quantum Biology , Cognition Memory, Trauma, Machine Learning, Comprehensive Brain Modeling, Natural Language Processing, Nanotech, Medical
Newton_Howard
American theoretical physicist (born 1955)
foundations of quantum mechanics, and theoretical biology. Smolin was born in New York City to Michael Smolin, an environmental and process engineer and
Lee_Smolin
Simulators of quantum mechanical systems
Quantum simulators permit the study of a quantum system in a programmable fashion. In this instance, simulators are special purpose devices designed to
Quantum_simulator
Theoretical framework in physics
theoretical physics, quantum field theory (QFT) is a theoretical framework that combines field theory, special relativity and quantum mechanics. QFT is used
Quantum_field_theory
Method in natural language processing
In natural language processing, a word embedding is a representation of a word. The embedding is used in text analysis. Typically, the representation
Word_embedding
Scientific field of study
with many interdisciplinary areas of research, such as biophysics and quantum chemistry, and the boundaries of physics are not rigidly defined. New ideas
Physics
Theory of logic to account for observations from quantum theory
analysis of quantum foundations, quantum logic is a set of rules for manipulation of propositions inspired by the structure of quantum theory. The formal
Quantum_logic
Quantum refereed game in quantum information processing is a class of games in the general theory of quantum games. It is played between two players, Alice
Quantum_refereed_game
Canada based mining company
project is named Trident and shares processing infrastructure and tailings facilities. In October 2010, First Quantum acquired Antares Minerals for $450
First_Quantum_Minerals
Research institute at the University of Waterloo in Ontario, Canada
Ontario with a multidisciplinary approach to the field of quantum information processing. IQC was founded in 2002 primarily through a donation made by
Institute for Quantum Computing
Institute_for_Quantum_Computing
Award
worldwide. 2025 Mirella Lapata - for her pioneering research in natural language processing and AI. 2024 - Dr. Syed Sahil Khaja - for his pioneering contribution
BCS_Lovelace_Medal
Representation in natural language processing
In natural language processing, a sentence embedding (or document embedding) is a representation of a natural language text as a vector of numbers which
Sentence_embedding
List of occupations involving computer programming
learning engineer Deep learning engineer Natural language processing engineer Computational linguist Large language model developer Chatbot developer RAG
List of programming occupations
List_of_programming_occupations
Branch of applied mathematics
Retrieved 2022-05-09. "quantum field theory". nLab. John Herapath (1847) Mathematical Physics; or, the Mathematical Principles of Natural Philosophy, the causes
Mathematical_physics
signal processing) (radio frequency propagation) (wave mechanics) Photoelectric effect (Albert Einstein) (electrical phenomena) (foundational quantum physics)
List_of_effects
state spaces are simplexes. Standard quantum information theory is a GPT where system types are described by a natural number D {\displaystyle D} which corresponds
Generalized probabilistic theory
Generalized_probabilistic_theory
Science concerned with physical bodies subjected to forces or displacements
leading to fundamentally new approaches including relativistic mechanics and quantum mechanics. The ancient Greek philosophers were among the first to propose
Mechanics
Topics referred to by the same term
anemometry, to measure velocity Latent Dirichlet allocation, in natural language processing Left-displaced abomasum, a condition of ruminants Linear diode
LDA
Large language model developed by Google AI
results on a variety of natural language processing tasks, including language modeling, question answering, and natural language inference. The main idea
XLNet
Study of computation
vision aims to understand and process image and video data, while natural language processing aims to understand and process textual and linguistic data
Computer_science
Research institute
was the world's largest Arabic natural language processing model. They have also released a number of large language models under the name 'Falcon',
Technology Innovation Institute
Technology_Innovation_Institute
History of zoology Biology Science Life Properties: Adaptation – Energy processing – Growth – Order – Regulation – Reproduction – Response to environment
Outline_of_biology
Disciplines into which the field of engineering is conventionally divided
comprises the design, construction, and maintenance of the physical and natural built environments. Electrical engineering comprises the study and application
List_of_engineering_branches
Predecessor to modern quantum mechanics (1900–1925)
The old quantum theory is a collection of results from the years 1900–1925, which predate modern quantum mechanics. The theory was never complete or self-consistent
Old_quantum_theory
Context dependence in quantum measurements
Quantum contextuality is a feature of the phenomenology of quantum mechanics whereby measurements of quantum observables cannot simply be thought of as
Quantum_contextuality
Sound synthesis method involving samples shorter than 0.1 seconds
purposes: as sound effects, raw material for further processing by other synthesis or digital signal processing effects, or as complete musical works in their
Granular_synthesis
British linguist and philosopher
stimulus she gave to its research, and through this to the larger natural language processing community: she had wide-ranging concerns, and lateral ideas,
Margaret_Masterman
System of rules to convert information into another form or representation
In communications and information processing, a code is a system of rules to convert information—such as a letter, word, sound, image, or gesture—into
Code
Type of artificial intelligence system
processing modules. Their design, however, is more entangled with the language model. Specifically, between select transformer blocks of the language
Vision-language_model
Creating sequence of numbers that cannot be predicted
Comprehensive Review of Quantum Random Number Generators: Concepts, Classification and the Origin of Randomness". Quantum Information Processing. 22 (12): 439.
Random_number_generation
Branch of knowledge concerned with building intuition for quantum theory
Quantum foundations is a discipline of science and philosophy of physics that seeks to understand the most counter-intuitive aspects of quantum theory
Quantum_foundations
Theories, models and concepts that go back to the quantum hypothesis of Max Planck
scale where quantum effects are significant. Important applications of quantum theory include quantum chemistry, quantum optics, quantum computing, superconducting
Applications of quantum mechanics
Applications_of_quantum_mechanics
Combined real-and-virtual environment
Learning-Based Extended Reality: Making Humans and Machines Speak the Same Visual Language." In Proceedings of the 1st Workshop on Interactive eXtended Reality, 1–2
Extended_reality
American physicist of quantum computing (1930–2022)
physicist who helped pioneer the field of quantum computing. Benioff was best known for his research in quantum information theory during the 1970s and
Paul_Benioff
Physical theory with fields invariant under the action of local "gauge" Lie groups
of gauge symmetries appeared first in the relativistic quantum mechanics of electrons – quantum electrodynamics, elaborated-on below. Today, gauge theories
Gauge_theory
Literary genre with philosophical influences from quantum mechanics
Quantum fiction is a genre of speculative fiction that reflects modern experience of the material world and reality as influenced by quantum theory and
Quantum_fiction
figurative language - logical language machine learning - Marvin Minsky - metaphor - metonymy - Moral Politics - motor control - morpheme natural language understanding
Index of cognitive science articles
Index_of_cognitive_science_articles
Research institute of the University of Southern California
computing, quantum computing, microelectronics, supercomputing, nano-satellites and many other areas. AI expertise includes natural language processing, in which
USC Information Sciences Institute
USC_Information_Sciences_Institute
Special dagger category that is compact
defined. This forms the basis for a high-level approach to quantum information processing. A dagger compact category is a dagger symmetric monoidal category
Dagger_compact_category
Language teaching exercise
Carolyn Graham in the 1980s. Jazz Chant is a rhythmic expression of natural language which links the rhythms of spoken American English to the rhythms of
Jazz_Chants
Thermodynamic process in which no mass or heat is exchanged with surroundings
classical process of energy transfer in the form of heat, but with the relative time scales reversed in the quantum case. Quantum adiabatic processes occur
Adiabatic_process
Chinese physicist
standard quantum limit: phase super-sensitivity of N-photon interferometers Efficient Scheme for Two-Atom Entanglement and Quantum Information Processing in
Guo_Guangcan
Topics referred to by the same term
about the nature and purpose of historical, natural, or cultural phenomena Interpretation (music), the process of a performer deciding how to perform music
Interpretation
Academic journal
nature ... molecular computing and quantum computing ... use of algorithms to consider evolution as a computational process, and neural networks in light of
Natural_Computing_(journal)
Specific quantum state of a quantum harmonic oscillator
signal processing and image processing (see Coherent states in mathematical physics). For this reason, the coherent states associated to the quantum harmonic
Coherent_state
Aspect of consciousness research
on the hypothesis that consciousness in the brain originates from quantum processes inside neurons, rather than from connections between neurons (the
Models_of_consciousness
Theory of quantum gravity merging quantum mechanics and general relativity
Loop quantum gravity (LQG) is a theory of quantum gravity that incorporates matter of the Standard Model into the framework established for the intrinsic
Loop_quantum_gravity
Mathematical structures that allow quantum mechanics to be explained
mathematical formulations of quantum mechanics are those mathematical formalisms that permit a rigorous description of quantum mechanics. This mathematical
Mathematical formulation of quantum mechanics
Mathematical_formulation_of_quantum_mechanics
Every square matrix with positive entries can be written in a certain standard form
Konstantinos; Moortgat, Michael; Moot, Richard (2020). "Neural Proof Nets". Proceedings of the 24th Conference on Computational Natural Language Learning.
Sinkhorn's_theorem
Study of abstract machines and automata
automata are used in text processing, compilers, and hardware design. Context-free grammar (CFGs) are used in programming languages and artificial intelligence
Automata_theory
Models used to produce word embeddings
Word2vec is a technique in natural language processing for obtaining vector representations of words. These vectors capture information about the meaning
Word2vec
Formulation of quantum mechanics
The path-integral formulation of quantum mechanics generalizes the action principle of classical mechanics. It replaces the classical notion of a single
Path-integral_formulation
Mathematical approach to quantum physics
In quantum mechanics, perturbation theory is a set of approximation schemes directly related to mathematical perturbation for describing a complicated
Perturbation theory (quantum mechanics)
Perturbation_theory_(quantum_mechanics)
2017 research paper by Google
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP). Doha, Qatar: Association for Computational Linguistics
Attention_Is_All_You_Need
Constructed alien languages
of the sentence; the language has a free word order, which extends to conditional clause, unlike the majority of natural languages, where a fixed word
Heptapod_languages
Study of discrete mathematical structures
computations. Automata theory and formal language theory are closely related to computability. Petri nets and process algebras are used to model computer systems
Discrete_mathematics
2026 text-generating language model
Despite this, GPT-1 still improved on previous benchmarks in several language processing tasks, outperforming discriminatively-trained models with task-oriented
GPT-1
Problem setup in machine learning
computer vision, natural language processing, and machine perception. The first paper on zero-shot learning in natural language processing appeared in a
Zero-shot_learning
Physical constant in quantum mechanics
h} , is a fundamental physical constant of foundational importance in quantum mechanics: a photon's energy is equal to its frequency multiplied by the
Planck_constant
Computational model used in machine learning
State-of-the-Art Natural Language Processing". Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations
Neural network (machine learning)
Neural_network_(machine_learning)
Field of study
field of study wherein researchers examine systems related to natural life, its processes, and its evolution, through the use of simulations with computer
Artificial_life
Base memory unit handled by a computer
fixed-sized datum handled as the natural or historical unit of data by the instruction set or the hardware of a processor. The number of bits or digits in
Word_(computer_architecture)
Supposition or system of ideas intended to explain something
in natural language, but can be constructed in such a way that their general form is identical to a theory as it is expressed in the formal language of
Theory
Description of a quantum-mechanical system
function of a non-relativistic quantum-mechanical system. Its discovery was a significant landmark in the development of quantum mechanics. It is named after
Schrödinger_equation
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