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Bibliographic Details
Main Authors:	Li, Haoyang, Chen, Xuejia, XU, Zhanchao, Li, Darian, Hu, Nicole, Teng, Fei, Li, Yiming, Qiu, Luyu, Zhang, Chen Jason, Li, Qing, Chen, Lei
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2502.11075
Tags:	Add Tag No Tags, Be the first to tag this record!

LoopServe: An Adaptive Dual-phase LLM Inference Acceleration System for Multi-Turn Dialogues
by: Li, Haoyang, et al.
Published: (2025)

When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction
by: Li, Haoyang, et al.
Published: (2025)

LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation
by: Teng, Fei, et al.
Published: (2025)

GPU-Accelerated Algorithms for Graph Vector Search: Taxonomy, Empirical Study, and Research Directions
by: Liu, Yaowen, et al.
Published: (2026)

How Robust Are Large Language Models for Clinical Numeracy? An Empirical Study on Numerical Reasoning Abilities in Clinical Contexts
by: Nguyen, Minh-Vuong, et al.
Published: (2026)

Dissecting Multiplication in Transformers: Insights into LLMs
by: Qiu, Luyu, et al.
Published: (2024)

XPose: eXplainable Human Pose Estimation
by: Qiu, Luyu, et al.
Published: (2024)

Cardinality Estimation on Hyper-relational Knowledge Graphs
by: Teng, Fei, et al.
Published: (2024)

GORAG: Graph-based Online Retrieval Augmented Generation for Dynamic Few-shot Social Media Text Classification
by: Wang, Yubo, et al.
Published: (2025)

AGRAG: Advanced Graph-based Retrieval-Augmented Generation for LLMs
by: Wang, Yubo, et al.
Published: (2025)

OpenGLT: A Comprehensive Benchmark of Graph Neural Networks for Graph-Level Tasks
by: Li, Haoyang, et al.
Published: (2025)

Interactive Text-to-SQL via Expected Information Gain for Disambiguation
by: Qiu, Luyu, et al.
Published: (2025)

F-Eval: Assessing Fundamental Abilities with Refined Evaluation Methods
by: Sun, Yu, et al.
Published: (2024)

Survey and Experiments on Mental Disorder Detection via Social Media: From Large Language Models and RAG to Agents
by: Ge, Zhuohan, et al.
Published: (2025)

ClinicalAgents: Multi-Agent Orchestration for Clinical Decision Making with Dual-Memory
by: Ge, Zhuohan, et al.
Published: (2026)

GRACE: A Dynamic Coreset Selection Framework for Large Language Model Optimization
by: Tang, Tianhao, et al.
Published: (2026)

UniCL: A Universal Contrastive Learning Framework for Large Time Series Models
by: Li, Jiawei, et al.
Published: (2024)

NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes
by: Fan, Lizhou, et al.
Published: (2023)

Comparison of the Burrowing Ability of Different Groups of Manila Clams ().
by: Li, Xiang, et al.
Published: (2025)

QuantiPhy: A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language Models
by: Puyin, Li, et al.
Published: (2025)

Knocking-Heads Attention
by: Zhou, Zhanchao, et al.
Published: (2025)

VideoCogQA: A Controllable Benchmark for Evaluating Cognitive Abilities in Video-Language Models
by: Li, Chenglin, et al.
Published: (2024)

Securing Retrieval-Augmented Generation: A Taxonomy of Attacks, Defenses, and Future Directions
by: Xu, Yuming, et al.
Published: (2026)

GroundingME: Exposing the Visual Grounding Gap in MLLMs through Multi-Dimensional Evaluation
by: Li, Rang, et al.
Published: (2025)

Numeracy
Published: (2024)

Numeracy
Published: (2010)

BoostER: Leveraging Large Language Models for Enhancing Entity Resolution
by: Li, Huahang, et al.
Published: (2024)

Activity-Based Numeracy Intervention Pilot Dataset
by: Yang, Qiuxia, et al.
Published: (2026)

Understanding the Embedding Models on Hyper-relational Knowledge Graph
by: Wang, Yubo, et al.
Published: (2025)

Voice Evaluation of Reasoning Ability: Diagnosing the Modality-Induced Performance Gap
by: Lin, Yueqian, et al.
Published: (2025)

Revealing the Numeracy Gap: An Empirical Investigation of Text Embedding Models
by: Deng, Ningyuan, et al.
Published: (2025)

MANGO: A Benchmark for Evaluating Mapping and Navigation Abilities of Large Language Models
by: Ding, Peng, et al.
Published: (2024)

Inductive or Deductive? Rethinking the Fundamental Reasoning Abilities of LLMs
by: Cheng, Kewei, et al.
Published: (2024)

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

Evaluating the Diagnostic Classification Ability of Multimodal Large Language Models: Insights from the Osteoarthritis Initiative
by: Wang, Li, et al.
Published: (2026)

CUDABeaver: Benchmarking LLM-Based Automated CUDA Debugging
by: Li, Shiyang, et al.
Published: (2026)

Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models
by: Hu, Xiang, et al.
Published: (2025)

Study on Numerical Simulation of Overburden Fracture Development Characteristics and Prediction of Water‐Conducting Fracture Zone Height in Shallow Coal Seam Mining
by: Qingbiao Guo, et al.
Published: (2025)

Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events
by: Wu, Xin, et al.
Published: (2024)

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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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