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Bibliographic Details
Main Authors:	Zhang, Xuanming, Chen, Yuxuan, Yeh, Samuel, Li, Sharon
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2505.18943
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MetaMind: General and Cognitive World Models in Multi-Agent Systems by Meta-Theory of Mind
by: Wang, Lingyi, et al.
Published: (2026)

LH-Deception: Simulating and Understanding LLM Deceptive Behaviors in Long-Horizon Interactions
by: Xu, Yang, et al.
Published: (2025)

Towards Exception Safety Code Generation with Intermediate Representation Agents Framework
by: Zhang, Xuanming, et al.
Published: (2024)

LUMINA: Detecting Hallucinations in RAG System with Context-Knowledge Signals
by: Yeh, Samuel, et al.
Published: (2025)

How Retrieved Context Shapes Internal Representations in RAG
by: Yeh, Samuel, et al.
Published: (2026)

Clean First, Align Later: Benchmarking Preference Data Cleaning for Reliable LLM Alignment
by: Yeh, Samuel, et al.
Published: (2025)

Seeker: Towards Exception Safety Code Generation with Intermediate Language Agents Framework
by: Zhang, Xuanming, et al.
Published: (2024)

Generalization or Memorization: Dynamic Decoding for Mode Steering
by: Zhang, Xuanming
Published: (2025)

DECOR: Auditing LLM Deception via Information Manipulation Theory
by: Cai, Linyue, et al.
Published: (2026)

SpeechAgents: Human-Communication Simulation with Multi-Modal Multi-Agent Systems
by: Zhang, Dong, et al.
Published: (2024)

ProLex: A Benchmark for Language Proficiency-oriented Lexical Substitution
by: Zhang, Xuanming, et al.
Published: (2024)

SocialEval: Evaluating Social Intelligence of Large Language Models
by: Zhou, Jinfeng, et al.
Published: (2025)

Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models
by: Wu, Wenshan, et al.
Published: (2024)

Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning
by: Xu, Haolei, et al.
Published: (2025)

Decomposing and Steering Functional Metacognition in Large Language Models
by: Li, Yanshi, et al.
Published: (2026)

Infusing Theory of Mind into Socially Intelligent LLM Agents
by: Hwang, EunJeong, et al.
Published: (2025)

Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding
by: Zhou, Yuhang, et al.
Published: (2025)

Chat-of-Thought: Collaborative Multi-Agent System for Generating Domain Specific Information
by: Constantinides, Christodoulos, et al.
Published: (2025)

Theory of Mind for Multi-Agent Collaboration via Large Language Models
by: Li, Huao, et al.
Published: (2023)

EFT-CoT: A Multi-Agent Chain-of-Thought Framework for Emotion-Focused Therapy
by: Du, Lanqing, et al.
Published: (2026)

Multi-Agent-as-Judge: Aligning LLM-Agent-Based Automated Evaluation with Multi-Dimensional Human Evaluation
by: Chen, Jiaju, et al.
Published: (2025)

MindSearch: Mimicking Human Minds Elicits Deep AI Searcher
by: Chen, Zehui, et al.
Published: (2024)

Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?
by: Choi, Hyeong Kyu, et al.
Published: (2025)

Emergent Social Intelligence Risks in Generative Multi-Agent Systems
by: Huang, Yue, et al.
Published: (2026)

Crisp: Cognitive Restructuring of Negative Thoughts through Multi-turn Supportive Dialogues
by: Zhou, Jinfeng, et al.
Published: (2025)

Quantisation Reshapes the Metacognitive Geometry of Language Models
by: Cacioli, Jon-Paul
Published: (2026)

MetaScale: Test-Time Scaling with Evolving Meta-Thoughts
by: Liu, Qin, et al.
Published: (2025)

Unit-Based Agent for Semi-Cascaded Full-Duplex Dialogue Systems
by: Yu, Haoyuan, et al.
Published: (2026)

Self-Compression of Chain-of-Thought via Multi-Agent Reinforcement Learning
by: Chen, Yiqun, et al.
Published: (2026)

Self-guided Knowledgeable Network of Thoughts: Amplifying Reasoning with Large Language Models
by: Chen, Chao-Chi, et al.
Published: (2024)

Metacognitive Myopia in Large Language Models
by: Scholten, Florian, et al.
Published: (2024)

Mixing Expert Knowledge: Bring Human Thoughts Back To the Game of Go
by: Ma, Yichuan, et al.
Published: (2026)

Theory of Mind and Self-Disclosure to CUIs
by: Cox, Samuel Rhys
Published: (2025)

VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation
by: Qian, Kun, et al.
Published: (2024)

MindScope: Exploring cognitive biases in large language models through Multi-Agent Systems
by: Xie, Zhentao, et al.
Published: (2024)

DoubleAgents: Human-Agent Alignment in a Socially Embedded Workflow
by: Long, Tao, et al.
Published: (2025)

Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation
by: Wu, Haoyuan, et al.
Published: (2025)

CoTGuard: Using Chain-of-Thought Triggering for Copyright Protection in Multi-Agent LLM Systems
by: Wen, Yan, et al.
Published: (2025)

Improving Metacognition and Uncertainty Communication in Language Models
by: Steyvers, Mark, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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