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Bibliographic Details
Main Authors:	Dong, Kuicai, Deik, Derrick Goh Xin, Lee, Yi Quan, Zhang, Hao, Li, Xiangyang, Zhang, Cong, Liu, Yong
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2404.15103
Tags:	Add Tag No Tags, Be the first to tag this record!

Planning with Multi-Constraints via Collaborative Language Agents
by: Zhang, Cong, et al.
Published: (2024)

Aligning Crowd Feedback via Distributional Preference Reward Modeling
by: Li, Dexun, et al.
Published: (2024)

CtrlA: Adaptive Retrieval-Augmented Generation via Inherent Control
by: Liu, Huanshuo, et al.
Published: (2024)

CoIR: A Comprehensive Benchmark for Code Information Retrieval Models
by: Li, Xiangyang, et al.
Published: (2024)

RAPID: Efficient Retrieval-Augmented Long Text Generation with Writing Planning and Information Discovery
by: Gu, Hongchao, et al.
Published: (2025)

Benchmarking Retrieval-Augmented Multimodal Generation for Document Question Answering
by: Dong, Kuicai, et al.
Published: (2025)

Adaptive Tool Use in Large Language Models with Meta-Cognition Trigger
by: Li, Wenjun, et al.
Published: (2025)

Collaborative Cross-modal Fusion with Large Language Model for Recommendation
by: Liu, Zhongzhou, et al.
Published: (2024)

Programming over Thinking: Efficient and Robust Multi-Constraint Planning
by: Deik, Derrick Goh Xin, et al.
Published: (2026)

FollowTable: A Benchmark for Instruction-Following Table Retrieval
by: Jin, Rihui, et al.
Published: (2026)

SRR-Judge: Step-Level Rating and Refinement for Enhancing Search-Integrated Reasoning in Search Agents
by: Zhang, Chen, et al.
Published: (2026)

Humanity's Last Code Exam: Can Advanced LLMs Conquer Human's Hardest Code Competition?
by: Li, Xiangyang, et al.
Published: (2025)

Doc-Researcher: A Unified System for Multimodal Document Parsing and Deep Research
by: Dong, Kuicai, et al.
Published: (2025)

Boolean-aware Attention for Dense Retrieval
by: Mai, Quan, et al.
Published: (2025)

Hierarchical Document Refinement for Long-context Retrieval-augmented Generation
by: Jin, Jiajie, et al.
Published: (2025)

Adaptive Schema-aware Event Extraction with Retrieval-Augmented Generation
by: Liang, Sheng, et al.
Published: (2025)

Align Documents to Questions: Question-Oriented Document Rewriting for Retrieval-Augmented Generation
by: Li, Jiaang, et al.
Published: (2026)

Bottleneck-Minimal Indexing for Generative Document Retrieval
by: Du, Xin, et al.
Published: (2024)

Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
by: Chen, Huiyao, et al.
Published: (2025)

MoLoRAG: Bootstrapping Document Understanding via Multi-modal Logic-aware Retrieval
by: Wu, Xixi, et al.
Published: (2025)

Implicit Graph, Explicit Retrieval: Towards Efficient and Interpretable Long-horizon Memory for Large Language Models
by: Zhang, Xin, et al.
Published: (2026)

Reinforcement Learning Foundations for Deep Research Systems: A Survey
by: Li, Wenjun, et al.
Published: (2025)

End-to-End Beam Retrieval for Multi-Hop Question Answering
by: Zhang, Jiahao, et al.
Published: (2023)

Frayed RoPE and Long Inputs: A Geometric Perspective
by: Wertheimer, Davis, et al.
Published: (2026)

Enhancing Retrieval for ESGLLM via ESG-CID -- A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS
by: Ahmed, Shafiuddin Rehan, et al.
Published: (2025)

Activation-aware Probe-Query: Effective Key-Value Retrieval for Long-Context LLMs Inference
by: Xiao, Qingfa, et al.
Published: (2025)

Neural Retrievers are Biased Towards LLM-Generated Content
by: Dai, Sunhao, et al.
Published: (2023)

Fast and Faithful: Real-Time Verification for Long-Document Retrieval-Augmented Generation Systems
by: Liu, Xunzhuo, et al.
Published: (2026)

COGENT: A Curriculum-oriented Framework for Generating Grade-appropriate Educational Content
by: Liu, Zhengyuan, et al.
Published: (2025)

Event GDR: Event-Centric Generative Document Retrieval
by: Guan, Yong, et al.
Published: (2024)

Hierarchical Indexing for Retrieval-Augmented Opinion Summarization
by: Hosking, Tom, et al.
Published: (2024)

RASD: Retrieval-Augmented Speculative Decoding
by: Quan, Guofeng, et al.
Published: (2025)

CAFE: Retrieval Head-based Coarse-to-Fine Information Seeking to Enhance Multi-Document QA Capability
by: Peng, Han, et al.
Published: (2025)

Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism
by: Shen, Yuhao, et al.
Published: (2026)

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

Beyond the Grid: Layout-Informed Multi-Vector Retrieval with Parsed Visual Document Representations
by: Yan, Yibo, et al.
Published: (2026)

GLEN: Generative Retrieval via Lexical Index Learning
by: Lee, Sunkyung, et al.
Published: (2023)

VehicleMemBench: An Executable Benchmark for Multi-User Long-Term Memory in In-Vehicle Agents
by: Chen, Yuhao, et al.
Published: (2026)

Integrating Multi-view Analysis: Multi-view Mixture-of-Expert for Textual Personality Detection
by: Zhu, Haohao, et al.
Published: (2024)

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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