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Bibliographic Details
Main Authors:	Li, Zirui, Bai, Xuefeng, Chen, Kehai, Li, Yizhi, Yang, Jian, Lin, Chenghua, Zhang, Min
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2602.08783
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Paying More Attention to Source Context: Mitigating Unfaithful Translations from Large Language Model
by: Zhang, Hongbin, et al.
Published: (2024)

LinguaLIFT: An Effective Two-stage Instruction Tuning Framework for Low-Resource Language Reasoning
by: Zhang, Hongbin, et al.
Published: (2024)

SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking
by: Huang, Weiyang, et al.
Published: (2026)

DUAL-REFLECT: Enhancing Large Language Models for Reflective Translation through Dual Learning Feedback Mechanisms
by: Chen, Andong, et al.
Published: (2024)

Large Language Models for Classical Chinese Poetry Translation: Benchmarking, Evaluating, and Improving
by: Chen, Andong, et al.
Published: (2024)

Latent Chain-of-Thought for Visual Reasoning
by: Sun, Guohao, et al.
Published: (2025)

LLM-based Translation Inference with Iterative Bilingual Understanding
by: Chen, Andong, et al.
Published: (2024)

Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
by: Yu, Sheldon, et al.
Published: (2025)

CoTJudger: A Graph-Driven Framework for Automatic Evaluation of Chain-of-Thought Efficiency and Redundancy in LRMs
by: Li, Siyi, et al.
Published: (2026)

Latent Chain-of-Thought? Decoding the Depth-Recurrent Transformer
by: Lu, Wenquan, et al.
Published: (2025)

The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2026)

Uncovering Latent Chain of Thought Vectors in Language Models
by: Zhang, Jason, et al.
Published: (2024)

Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning
by: Yu, Xiangning, et al.
Published: (2025)

Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMs
by: Luo, Hang, et al.
Published: (2025)

LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test Construction
by: Li, Yucheng, et al.
Published: (2023)

Upfront Chain-of-Thought: A Cooperative Framework for Chain-of-Thought Compression
by: Li, Chengzhengxu, et al.
Published: (2025)

Mitigating Translationese Bias in Multilingual LLM-as-a-Judge via Disentangled Information Bottleneck
by: Zhang, Hongbin, et al.
Published: (2026)

A Formal Comparison Between Chain of Thought and Latent Thought
by: Xu, Kevin, et al.
Published: (2025)

MemLong: Memory-Augmented Retrieval for Long Text Modeling
by: Liu, Weijie, et al.
Published: (2024)

xCoT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning
by: Chai, Linzheng, et al.
Published: (2024)

Thoughts-as-Planning: Latent World Models for Chain-of-Thoughts Optimization via Reinforcement Planning
by: Liu, Dong, et al.
Published: (2026)

Audio Contrastive-based Fine-tuning: Decoupling Representation Learning and Classification
by: Wang, Yang, et al.
Published: (2023)

Do Latent Tokens Think? A Causal and Adversarial Analysis of Chain-of-Continuous-Thought
by: Zhang, Yuyi, et al.
Published: (2025)

To Reason or Not to: Selective Chain-of-Thought in Medical Question Answering
by: Zhan, Zaifu, et al.
Published: (2026)

Latent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization
by: Wang, Jiecong, et al.
Published: (2026)

LaRS: Latent Reasoning Skills for Chain-of-Thought Reasoning
by: Xu, Zifan, et al.
Published: (2023)

DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
by: Li, Yiqi, et al.
Published: (2025)

Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks
by: Wang, Yang, et al.
Published: (2025)

Rethinking the Chain-of-Thought: The Roles of In-Context Learning and Pre-trained Priors
by: Yang, Hao, et al.
Published: (2025)

The Hidden Link Between RLHF and Contrastive Learning
by: Lv, Xufei, et al.
Published: (2025)

Enhancing Chain-of-Thoughts Prompting with Iterative Bootstrapping in Large Language Models
by: Sun, Jiashuo, et al.
Published: (2023)

SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities
by: Jiang, Fengqing, et al.
Published: (2025)

Look Within, Why LLMs Hallucinate: A Causal Perspective
by: Li, He, et al.
Published: (2024)

Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
by: Xia, Yu, et al.
Published: (2024)

Supervised Chain of Thought
by: Zhang, Xiang, et al.
Published: (2024)

Reasoning Beyond Chain-of-Thought: A Latent Computational Mode in Large Language Models
by: He, Zhenghao, et al.
Published: (2026)

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
by: Ye, Jiacheng, et al.
Published: (2024)

Latent Trajectory Dynamics in Large Language Models: A Manifold Evolution Framework with Empirical Validation
by: Zhang, Yukun, et al.
Published: (2025)

An Open Source Data Contamination Report for Large Language Models
by: Li, Yucheng, et al.
Published: (2023)

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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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