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Main Authors:	Kong, Desheng, Cui, Xiangshuo, Jin, Jiaying, Xu, Jing, Wang, Donglin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Quantum Physics
Online Access:	https://arxiv.org/abs/2511.10653
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Hybrid Quantum-Classical Selective State Space Artificial Intelligence
by: Ebrahimi, Amin, et al.
Published: (2025)

Quantum Natural Language Processing
by: Widdows, Dominic, et al.
Published: (2024)

Quantum Transformer: Accelerating model inference via quantum linear algebra
by: Guo, Naixu, et al.
Published: (2024)

Quantum-Inspired Self-Attention in a Large Language Model
by: Kuznetsov, Nikita, et al.
Published: (2026)

Efficient Generation of Parameterised Quantum Circuits from Large Texts
by: Krawchuk, Colin, et al.
Published: (2025)

The Quantum LLM: Modeling Semantic Spaces with Quantum Principles
by: Laine, Timo Aukusti
Published: (2025)

Comment on arXiv:2511.21731v1: Identifying Quantum Structure in AI Language: Evidence for Evolutionary Convergence of Human and Artificial Cognition
by: Sienicki, Krzysztof
Published: (2026)

Can Theoretical Physics Research Benefit from Language Agents?
by: Lu, Sirui, et al.
Published: (2025)

Quantum Methods for Managing Ambiguity in Natural Language Processing
by: Eisinger, Jurek, et al.
Published: (2025)

Large Language Models Can Help Mitigate Barren Plateaus in Quantum Neural Networks
by: Zhuang, Jun, et al.
Published: (2025)

A Quantum-Inspired Analysis of Human Disambiguation Processes
by: Wang, Daphne
Published: (2024)

CompactifAI: Extreme Compression of Large Language Models using Quantum-Inspired Tensor Networks
by: Tomut, Andrei, et al.
Published: (2024)

Property-guided Inverse Design of Metal-Organic Frameworks Using Quantum Natural Language Processing
by: Kang, Shinyoung, et al.
Published: (2024)

QuantumBench: A Benchmark for Quantum Problem Solving
by: Minami, Shunya, et al.
Published: (2025)

Co-Designing Quantum Codes with Transversal Diagonal Gates via Multi-Agent Systems
by: He, Xi, et al.
Published: (2025)

Towards a Comparative Framework for Compositional AI Models
by: Duneau, Tiffany
Published: (2025)

Variational Language Concepts for Interpreting Foundation Language Models
by: Wang, Hengyi, et al.
Published: (2024)

Large Language Models Meet Contrastive Learning: Zero-Shot Emotion Recognition Across Languages
by: Zou, Heqing, et al.
Published: (2025)

Quantifying Semantic Emergence in Language Models
by: Chen, Hang, et al.
Published: (2024)

Skill Path: Unveiling Language Skills from Circuit Graphs
by: Chen, Hang, et al.
Published: (2024)

Block removal for large language models through constrained binary optimization
by: Jansen, David, et al.
Published: (2026)

A general tensor-structured compression scheme for efficient large language models
by: Lu, Ying, et al.
Published: (2026)

Physical Computing: A Category Theoretic Perspective on Physical Computation and System Compositionality
by: Dehghani, Nima, et al.
Published: (2022)

Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features
by: Park, Gilchan, et al.
Published: (2024)

Multi-GPU-Enabled Hybrid Quantum-Classical Workflow in Quantum-HPC Middleware: Applications in Quantum Simulations
by: Chen, Kuan-Cheng, et al.
Published: (2024)

Transformer Enhanced Relation Classification: A Comparative Analysis of Contextuality, Data Efficiency and Sequence Complexity
by: Jing, Bowen, et al.
Published: (2025)

Generalization Bounds in Hybrid Quantum-Classical Machine Learning Models
by: Wu, Tongyan, et al.
Published: (2025)

ConfTuner: Training Large Language Models to Express Their Confidence Verbally
by: Li, Yibo, et al.
Published: (2025)

TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding
by: Xu, Boshen, et al.
Published: (2025)

Empowering Large Language Model Agents through Action Learning
by: Zhao, Haiteng, et al.
Published: (2024)

AddrLLM: Address Rewriting via Large Language Model on Nationwide Logistics Data
by: Yang, Qinchen, et al.
Published: (2024)

Grading the Unspoken: Evaluating Tacit Reasoning in Quantum Field Theory and String Theory with LLMs
by: Yu, Xingyang, et al.
Published: (2026)

Formal Verification of Noisy Quantum Reinforcement Learning Policies
by: Gross, Dennis
Published: (2025)

Quantum-Enhanced Natural Language Generation: A Multi-Model Framework with Hybrid Quantum-Classical Architectures
by: Chen, Chi-Sheng, et al.
Published: (2025)

QFFN-BERT: An Empirical Study of Depth, Performance, and Data Efficiency in Hybrid Quantum-Classical Transformers
by: Kang, Pilsung
Published: (2025)

Aqulia-Med LLM: Pioneering Full-Process Open-Source Medical Language Models
by: Zhao, Lulu, et al.
Published: (2024)

LogicPrpBank: A Corpus for Logical Implication and Equivalence
by: Liu, Zhexiong, et al.
Published: (2024)

Four Generations of Quantum Biomedical Sensors
by: Jin, Xin, et al.
Published: (2026)

QuanBench+: A Unified Multi-Framework Benchmark for LLM-Based Quantum Code Generation
by: Slim, Ali, et al.
Published: (2026)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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