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Main Authors:	Qiu, Luyu, Li, Jianing, Su, Chi, Zhang, Chen Jason, Chen, Lei
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2407.15360
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Interactive Text-to-SQL via Expected Information Gain for Disambiguation
by: Qiu, Luyu, et al.
Published: (2025)

Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models
by: Li, Haoyang, et al.
Published: (2025)

Dissecting Role Cognition in Medical LLMs via Neuronal Ablation
by: Liang, Xun, et al.
Published: (2025)

The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts
by: Shen, Lingfeng, et al.
Published: (2024)

Mask What Matters: Mitigating Object Hallucinations in Multimodal Large Language Models with Object-Aligned Visual Contrastive Decoding
by: Chen, Boqi, et al.
Published: (2026)

Revisiting Greedy Decoding for Visual Question Answering: A Calibration Perspective
by: Chen, Boqi, et al.
Published: (2026)

SonicBench: Dissecting the Physical Perception Bottleneck in Large Audio Language Models
by: Sun, Yirong, et al.
Published: (2026)

Towards Efficient LLMs Annealing with Principled Sample Selection
by: Xu, Yuanjian, et al.
Published: (2026)

Benchmarking Cognitive Domains for LLMs: Insights from Taiwanese Hakka Culture
by: Chang, Chen-Chi, et al.
Published: (2024)

AI Hiring with LLMs: A Context-Aware and Explainable Multi-Agent Framework for Resume Screening
by: Lo, Frank P. -W., et al.
Published: (2025)

Modeling Multiple Support Strategies within a Single Turn for Emotional Support Conversations
by: Zhu, Jie, et al.
Published: (2026)

Instruction Anchor: Dissecting the Mechanistic Dynamics of Modality Arbitration
by: Zhang, Yu, et al.
Published: (2026)

Mitigating Hidden Confounding by Progressive Confounder Imputation via Large Language Models
by: Yang, Hao, et al.
Published: (2025)

Dissecting Judicial Reasoning in U.S. Copyright Damage Awards
by: Lo, Pei-Chi, et al.
Published: (2026)

Dissecting Bias in LLMs: A Mechanistic Interpretability Perspective
by: Chandna, Bhavik, et al.
Published: (2025)

Anatomy of the Modality Gap: Dissecting the Internal States of End-to-End Speech LLMs
by: Hsu, Ming-Hao, et al.
Published: (2026)

Eye of Judgement: Dissecting the Evaluation of Russian-speaking LLMs with POLLUX
by: Martynov, Nikita, et al.
Published: (2025)

From Dissonance to Insights: Dissecting Disagreements in Rationale Construction for Case Outcome Classification
by: Xu, Shanshan, et al.
Published: (2023)

Beyond Single-Point Judgment: Distribution Alignment for LLM-as-a-Judge
by: Chen, Luyu, et al.
Published: (2025)

QualBench: Benchmarking Chinese LLMs with Localized Professional Qualifications for Vertical Domain Evaluation
by: Hong, Mengze, et al.
Published: (2025)

Safe in the Future, Dangerous in the Past: Dissecting Temporal and Linguistic Vulnerabilities in LLMs
by: Said, Muhammad Abdullahi, et al.
Published: (2025)

Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study
by: Zhou, Yujun, et al.
Published: (2025)

Beyond path selection: Better LLMs for Scientific Information Extraction with MimicSFT and Relevance and Rule-induced(R$^2$)GRPO
by: Li, Ran, et al.
Published: (2025)

Unveiling Scoring Processes: Dissecting the Differences between LLMs and Human Graders in Automatic Scoring
by: Wu, Xuansheng, et al.
Published: (2024)

Dissecting Human and LLM Preferences
by: Li, Junlong, et al.
Published: (2024)

Revolutionizing Finance with LLMs: An Overview of Applications and Insights
by: Zhao, Huaqin, et al.
Published: (2024)

Dissecting Outlier Dynamics in LLM NVFP4 Pretraining
by: Dong, Peijie, et al.
Published: (2026)

Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models
by: Wang, Mingyang, et al.
Published: (2025)

Dissecting Tool-Integrated Reasoning: An Empirical Study and Analysis
by: Zhao, Yufeng, et al.
Published: (2025)

ACER: Automatic Language Model Context Extension via Retrieval
by: Gao, Luyu, et al.
Published: (2024)

GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs
by: Deng, Jianing, et al.
Published: (2026)

Mechanistic Interpretability of Binary and Ternary Transformers
by: Li, Jason
Published: (2024)

Reasoning that Travels: Dissecting How Chain-of-Thought Transfers Across Models
by: Cheng, Xinyuan, et al.
Published: (2026)

MEDSYN: Benchmarking Multi-EviDence SYNthesis in Complex Clinical Cases for Multimodal Large Language Models
by: Chen, Boqi, et al.
Published: (2026)

How Far Are Vision-Language Models from Constructing the Real World? A Benchmark for Physical Generative Reasoning
by: Yang, Luyu, et al.
Published: (2026)

Using LLMs for Automated Privacy Policy Analysis: Prompt Engineering, Fine-Tuning and Explainability
by: Chen, Yuxin, et al.
Published: (2025)

Robust Asynchronous Planning via Auto-Formalization
by: Zhang, Jiayi, et al.
Published: (2026)

Towards Economical Inference: Enabling DeepSeek's Multi-Head Latent Attention in Any Transformer-based LLMs
by: Ji, Tao, et al.
Published: (2025)

Can Post-Training Transform LLMs into Causal Reasoners?
by: Chen, Junqi, 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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