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Bibliographic Details
Main Authors:	Tighidet, Zineddine, Mogini, Andrea, Ben-younes, Hedi, Mei, Jiali, Gallinari, Patrick, Piwowarski, Benjamin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2509.10663
Tags:	Add Tag No Tags, Be the first to tag this record!

Classification EM-PCA for clustering and embedding
by: Tighidet, Zineddine, et al.
Published: (2025)

MEXMA: Token-level objectives improve sentence representations
by: Janeiro, João Maria, et al.
Published: (2024)

Contextual Categorization Enhancement through LLMs Latent-Space
by: Bettouche, Zineddine, et al.
Published: (2024)

AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge
by: Wang, Han, et al.
Published: (2024)

Towards Lossless Token Pruning in Late-Interaction Retrieval Models
by: Zong, Yuxuan, et al.
Published: (2025)

Mitigating Copy Bias in In-Context Learning through Neuron Pruning
by: Ali, Ameen, et al.
Published: (2024)

Survey on Question Answering over Visually Rich Documents: Methods, Challenges, and Trends
by: Barboule, Camille, et al.
Published: (2025)

CopyNE: Better Contextual ASR by Copying Named Entities
by: Zhou, Shilin, et al.
Published: (2023)

Structural Deep Encoding for Table Question Answering
by: Mouravieff, Raphaël, et al.
Published: (2025)

On the Representations of Entities in Auto-regressive Large Language Models
by: Morand, Victor, et al.
Published: (2025)

IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons
by: Shi, Dan, et al.
Published: (2024)

Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting
by: Nemkova, Apollinaire Poli, et al.
Published: (2025)

Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding
by: Jin, Mingyu, et al.
Published: (2025)

RoleConflictBench: A Benchmark of Role Conflict Scenarios for Evaluating LLMs' Contextual Sensitivity
by: Shin, Jisu, et al.
Published: (2025)

In-Context Learning Without Copying
by: Sahin, Kerem, et al.
Published: (2025)

Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models
by: Cheng, Sitao, et al.
Published: (2024)

ToMMeR -- Efficient Entity Mention Detection from Large Language Models
by: Morand, Victor, et al.
Published: (2025)

Give it Space! Explicit Disentangling of Positional and Semantic Representations in Encoders
by: Lequeu, Pierre-Antoine, et al.
Published: (2026)

Resisting Contextual Interference in RAG via Parametric-Knowledge Reinforcement
by: Lin, Chenyu, et al.
Published: (2025)

Rational Retrieval Acts: Leveraging Pragmatic Reasoning to Improve Sparse Retrieval
by: Satouf, Arthur, et al.
Published: (2025)

Three Regimes of Context-Parametric Conflict: A Predictive Framework and Empirical Validation
by: Venkata, Pruthvinath Jeripity
Published: (2026)

Understanding QA generation: Extracting Parametric and Contextual Knowledge with CQA for Low Resource Bangla Language
by: Azmary, Umme Abira, et al.
Published: (2026)

From Tokens to Concepts: Leveraging SAE for SPLADE
by: Zong, Yuxuan, et al.
Published: (2026)

To Copy or Not to Copy: Copying Is Easier to Induce Than Recall
by: Farahani, Mehrdad, et al.
Published: (2026)

Understanding the Interplay between LLMs' Utilisation of Parametric and Contextual Knowledge: A keynote at ECIR 2025
by: Augenstein, Isabelle
Published: (2026)

Updating Parametric Knowledge with Context Distillation Retains Post-Training Capabilities
by: Padmanabhan, Shankar, et al.
Published: (2026)

Zebra: In-Context Generative Pretraining for Solving Parametric PDEs
by: Serrano, Louis, et al.
Published: (2024)

Resona: Improving Context Copying in Linear Recurrence Models with Retrieval
by: Wang, Xinyu, et al.
Published: (2025)

Context Parametrization with Compositional Adapters
by: Jukić, Josip, et al.
Published: (2025)

How Training Data Shapes the Use of Parametric and In-Context Knowledge in Language Models
by: Kim, Minsung, et al.
Published: (2025)

Blinded by Generated Contexts: How Language Models Merge Generated and Retrieved Contexts When Knowledge Conflicts?
by: Tan, Hexiang, et al.
Published: (2024)

Task Matters: Knowledge Requirements Shape LLM Responses to Context-Memory Conflict
by: Sun, Kaiser, et al.
Published: (2025)

Context Retrieval via Normalized Contextual Latent Interaction for Conversational Agent
by: Liu, Junfeng, et al.
Published: (2023)

A Systematic Evaluation of Large Language Models for PTSD Severity Estimation: The Role of Contextual Knowledge and Modeling Strategies
by: Kaliosis, Panagiotis, et al.
Published: (2026)

Structured Knowledge Representation through Contextual Pages for Retrieval-Augmented Generation
by: Li, Xinze, et al.
Published: (2026)

The GDN-CC Dataset: Automatic Corpus Clarification for AI-enhanced Democratic Citizen Consultations
by: Lequeu, Pierre-Antoine, et al.
Published: (2026)

CoRect: Context-Aware Logit Contrast for Hidden State Rectification to Resolve Knowledge Conflicts
by: Ma, Xuhua, et al.
Published: (2026)

Does RAG Know When Retrieval Is Wrong? Diagnosing Context Compliance under Knowledge Conflict
by: Chen, Yihang, et al.
Published: (2026)

QueStER: Query Specification for Generative keyword-based Retrieval
by: Satouf, Arthur, et al.
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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