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Main Authors:	Bolhuis, Johan J., Moro, Andrea, Crain, Stephen, Fong, Sandiway
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Neurons and Cognition
Online Access:	https://arxiv.org/abs/2512.13441
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Meta predictive learning model of languages in neural circuits
by: Li, Chan, et al.
Published: (2023)

Generative causal testing to bridge data-driven models and scientific theories in language neuroscience
by: Antonello, Richard, et al.
Published: (2024)

Integrating large language models and active inference to understand eye movements in reading and dyslexia
by: Donnarumma, Francesco, et al.
Published: (2023)

Large language models reorganize representational geometry during in-context learning
by: Xiong, Hua-Dong, et al.
Published: (2026)

Large language models and the entropy of English
by: Scheibner, Colin, et al.
Published: (2025)

Distinct social-linguistic processing between humans and large audio-language models: Evidence from model-brain alignment
by: Wu, Hanlin, et al.
Published: (2025)

Emergence of psychopathological computations in large language models
by: Lee, Soo Yong, et al.
Published: (2025)

Probabilistic adaptation of language comprehension for individual speakers: evidence from neural oscillations
by: Wu, Hanlin, et al.
Published: (2025)

Hebbian learning the local structure of language
by: Eugenio, P. Myles
Published: (2025)

Intra-neuronal attention within language models Relationships between activation and semantics
by: Pichat, Michael, et al.
Published: (2025)

The neural correlates of logical-mathematical symbol systems processing resemble that of spatial cognition more than natural language processing
by: Li, Yuannan, et al.
Published: (2024)

fMRI predictors based on language models of increasing complexity recover brain left lateralization
by: Bonnasse-Gahot, Laurent, et al.
Published: (2024)

Linguistic properties and model scale in brain encoding: from small to compressed language models
by: Oota, Subba Reddy, et al.
Published: (2026)

Dissociating model architectures from inference computations
by: Sajid, Noor, et al.
Published: (2025)

Speech language models lack important brain-relevant semantics
by: Oota, Subba Reddy, et al.
Published: (2023)

Brains and language models converge on a shared conceptual space across different languages
by: Zada, Zaid, et al.
Published: (2025)

Embodiment in multimodal large language models
by: Kadambi, Akila, et al.
Published: (2025)

Do self-supervised speech and language models extract similar representations as human brain?
by: Chen, Peili, et al.
Published: (2023)

Charting trajectories of human thought using large language models
by: Nour, Matthew M, et al.
Published: (2025)

Large-scale study of human memory for meaningful narratives
by: Georgiou, Antonios, et al.
Published: (2023)

The Prompting Brain: Neurocognitive Markers of Expertise in Guiding Large Language Models
by: Al-Khalifa, Hend, et al.
Published: (2025)

Language Writ Large: LLMs, ChatGPT, Grounding, Meaning and Understanding
by: Harnad, Stevan
Published: (2024)

Meow-Omni 1: A Multimodal Large Language Model for Feline Ethology
by: Hu, Jucheng, et al.
Published: (2026)

Vision-language models learn the geometry of human perceptual space
by: Sanders, Craig, et al.
Published: (2025)

Large Language Model-based FMRI Encoding of Language Functions for Subjects with Neurocognitive Disorder
by: Wang, Yuejiao, et al.
Published: (2024)

Graph Representations for Reading Comprehension Analysis using Large Language Model and Eye-Tracking Biomarker
by: Zhang, Yuhong, et al.
Published: (2025)

The Application of Large Language Models on Major Depressive Disorder Support Based on African Natural Products
by: Zou, Linyan
Published: (2025)

Beyond Human-Like Processing: Large Language Models Perform Equivalently on Forward and Backward Scientific Text
by: Luo, Xiaoliang, et al.
Published: (2024)

Do Large Language Models Think Like the Brain? Sentence-Level Evidences from Layer-Wise Embeddings and fMRI
by: Lei, Yu, et al.
Published: (2025)

Language models and brains align due to more than next-word prediction and word-level information
by: Merlin, Gabriele, et al.
Published: (2022)

Brain Treebank: Large-scale intracranial recordings from naturalistic language stimuli
by: Wang, Christopher, et al.
Published: (2024)

Large language models surpass human experts in predicting neuroscience results
by: Luo, Xiaoliang, et al.
Published: (2024)

Multifaceted neural representation of words in naturalistic language
by: Yang, Xuan, et al.
Published: (2026)

Can "consciousness" be observed from large language model (LLM) internal states? Dissecting LLM representations obtained from Theory of Mind test with Integrated Information Theory and Span Representation analysis
by: Li, Jingkai
Published: (2025)

Mapping of Subjective Accounts into Interpreted Clusters (MOSAIC): Topic Modelling and LLM applied to Stroboscopic Phenomenology
by: Beauté, Romy, et al.
Published: (2025)

The time course of visuo-semantic representations in the human brain is captured by combining vision and language models
by: Rong, Boyan, et al.
Published: (2025)

Temporal structure of the language hierarchy within small cortical patches
by: Gadonneix, Julien, et al.
Published: (2026)

Decoding Predictive Inference in Visual Language Processing via Spatiotemporal Neural Coherence
by: Borneman, Sean C., et al.
Published: (2025)

The Way We Prompt: Conceptual Blending, Neural Dynamics, and Prompt-Induced Transitions in LLMs
by: Sato, Makoto
Published: (2025)

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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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