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Bibliographic Details
Main Authors:	Li, Taiji, Chen, Hao, Yu, Fei, Zhang, Yin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2502.00448
Tags:	Add Tag No Tags, Be the first to tag this record!

On Context Utilization in Summarization with Large Language Models
by: Ravaut, Mathieu, et al.
Published: (2023)

Leveraging Long-Context Large Language Models for Multi-Document Understanding and Summarization in Enterprise Applications
by: Godbole, Aditi, et al.
Published: (2024)

CNNSum: Exploring Long-Context Summarization with Large Language Models in Chinese Novels
by: Wei, Lingxiao, et al.
Published: (2024)

Improving Fairness of Large Language Models in Multi-document Summarization
by: Li, Haoyuan, et al.
Published: (2025)

Context-Aware Hierarchical Merging for Long Document Summarization
by: Ou, Litu, et al.
Published: (2025)

ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization
by: Wu, Xixi, et al.
Published: (2025)

R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models
by: Zhang, Taolin, et al.
Published: (2024)

End-to-End Long Document Summarization using Gradient Caching
by: Saxena, Rohit, et al.
Published: (2025)

Training-Free Long-Context Scaling of Large Language Models
by: An, Chenxin, et al.
Published: (2024)

QA-prompting: Improving Summarization with Large Language Models using Question-Answering
by: Sinha, Neelabh
Published: (2025)

Scaling Up Summarization: Leveraging Large Language Models for Long Text Extractive Summarization
by: Hemamou, Léo, et al.
Published: (2024)

Markov-Enhanced Clustering for Long Document Summarization: Tackling the 'Lost in the Middle' Challenge with Large Language Models
by: Amari, Aziz, et al.
Published: (2025)

Improving Automatic Summarization of Radiology Reports through Mid-Training of Large Language Models
by: Lyu, Mengxian, et al.
Published: (2026)

Direct Density Ratio Optimization: A Statistically Consistent Approach to Aligning Large Language Models
by: Higuchi, Rei, et al.
Published: (2025)

Large Language Models for Summarizing Czech Historical Documents and Beyond
by: Tran, Václav, et al.
Published: (2025)

LongProc: Benchmarking Long-Context Language Models on Long Procedural Generation
by: Ye, Xi, et al.
Published: (2025)

CCF: A Context Compression Framework for Efficient Long-Sequence Language Modeling
by: Li, Wenhao, et al.
Published: (2025)

A Novel LLM-based Two-stage Summarization Approach for Long Dialogues
by: Yin, Yuan-Jhe, et al.
Published: (2024)

Large Language Models for the Summarization of Czech Documents: From History to the Present
by: Tran, Václav, et al.
Published: (2025)

Automatic Summarization of Long Documents
by: Chhibbar, Naman, et al.
Published: (2024)

Long Context is Not Long at All: A Prospector of Long-Dependency Data for Large Language Models
by: Chen, Longze, et al.
Published: (2024)

Chain of Agents: Large Language Models Collaborating on Long-Context Tasks
by: Zhang, Yusen, et al.
Published: (2024)

PLR: Plackett-Luce for Reordering In-Context Learning Examples
by: Batorski, Pawel, et al.
Published: (2026)

Thus Spake Long-Context Large Language Model
by: Liu, Xiaoran, et al.
Published: (2025)

DySCO: Dynamic Attention-Scaling Decoding for Long-Context Language Models
by: Ye, Xi, et al.
Published: (2026)

Marathon: A Race Through the Realm of Long Context with Large Language Models
by: Zhang, Lei, et al.
Published: (2023)

LOCOST: State-Space Models for Long Document Abstractive Summarization
by: Bronnec, Florian Le, et al.
Published: (2024)

FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding
by: Deng, Jingyang, et al.
Published: (2024)

Improving Long Text Understanding with Knowledge Distilled from Summarization Model
by: Liu, Yan, et al.
Published: (2024)

A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models
by: Zhang, Haopeng, et al.
Published: (2024)

Beyond Relevant Documents: A Knowledge-Intensive Approach for Query-Focused Summarization using Large Language Models
by: Zhang, Weijia, et al.
Published: (2024)

Learning to Summarize by Learning to Quiz: Adversarial Agentic Collaboration for Long Document Summarization
by: Wang, Weixuan, et al.
Published: (2025)

RULER: What's the Real Context Size of Your Long-Context Language Models?
by: Hsieh, Cheng-Ping, et al.
Published: (2024)

Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking
by: Zhang, Wuwei, et al.
Published: (2025)

Core Context Aware Transformers for Long Context Language Modeling
by: Chen, Yaofo, et al.
Published: (2024)

Scaling Context, Not Parameters: Training a Compact 7B Language Model for Efficient Long-Context Processing
by: Wu, Chen, et al.
Published: (2025)

E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning
by: Liao, Zihan, et al.
Published: (2024)

LFOSum: Summarizing Long-form Opinions with Large Language Models
by: Nayeem, Mir Tafseer, et al.
Published: (2024)

Large Language Model-Powered Query-Driven Event Timeline Summarization in Industrial Search
by: Wang, Mingyue, 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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