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Bibliographic Details
Main Authors:	Hasegawa, Kimihiro, Kandukuri, Nikhil, Holm, Susan, Yamakawa, Yukari, Mitamura, Teruko
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2403.00990
Tags:	Add Tag No Tags, Be the first to tag this record!

ProMQA-Assembly: Multimodal Procedural QA Dataset on Assembly
by: Hasegawa, Kimihiro, et al.
Published: (2025)

ProMQA: Question Answering Dataset for Multimodal Procedural Activity Understanding
by: Hasegawa, Kimihiro, et al.
Published: (2024)

A Video-grounded Dialogue Dataset and Metric for Event-driven Activities
by: Imrattanatrai, Wiradee, et al.
Published: (2025)

Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches
by: Pratapa, Adithya, et al.
Published: (2025)

Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document Summarization
by: Pratapa, Adithya, et al.
Published: (2025)

Can AI Examine Novelty of Patents?: Novelty Evaluation Based on the Correspondence between Patent Claim and Prior Art
by: Ikoma, Hayato, et al.
Published: (2025)

ColBERT Retrieval and Ensemble Response Scoring for Language Model Question Answering
by: Gichamba, Alex, et al.
Published: (2024)

Oolong: Evaluating Long Context Reasoning and Aggregation Capabilities
by: Bertsch, Amanda, et al.
Published: (2025)

Multilingual Open QA on the MIA Shared Task
by: Yarrabelly, Navya, et al.
Published: (2025)

RadTimeline: Timeline Summarization for Longitudinal Radiological Lung Findings
by: Zhou, Sitong, et al.
Published: (2026)

TimelineReasoner: Advancing Timeline Summarization with Large Reasoning Models
by: Zhang, Liancheng, et al.
Published: (2026)

TIM: A Large-Scale Dataset and large Timeline Intelligence Model for Open-domain Timeline Summarization
by: Hu, Chuanrui, et al.
Published: (2025)

Constructive Circuit Amplification: Improving Math Reasoning in LLMs via Targeted Sub-Network Updates
by: Prakash, Nikhil, et al.
Published: (2025)

DTELS: Towards Dynamic Granularity of Timeline Summarization
by: Zhang, Chenlong, et al.
Published: (2024)

ChronoFact: Timeline-based Temporal Fact Verification
by: Barik, Anab Maulana, et al.
Published: (2024)

NarrativeTime: Dense Temporal Annotation on a Timeline
by: Rogers, Anna, et al.
Published: (2019)

UW-BioNLP at ChemoTimelines 2025: Thinking, Fine-Tuning, and Dictionary-Enhanced LLM Systems for Chemotherapy Timeline Extraction
by: Zhang, Tianmai M., et al.
Published: (2025)

What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions
by: Choe, Sang Keun, et al.
Published: (2024)

The Hidden Space of Safety: Understanding Preference-Tuned LLMs in Multilingual context
by: Verma, Nikhil, et al.
Published: (2025)

Towards Lifelong Dialogue Agents via Timeline-based Memory Management
by: Ong, Kai Tzu-iunn, et al.
Published: (2024)

Unfolding the Headline: Iterative Self-Questioning for News Retrieval and Timeline Summarization
by: Wu, Weiqi, et al.
Published: (2025)

Using RL to Identify Divisive Perspectives Improves LLMs Abilities to Identify Communities on Social Media
by: Mehta, Nikhil, et al.
Published: (2024)

Building Patient Journeys in Hebrew: A Language Model for Clinical Timeline Extraction
by: Hashiloni, Kai Golan, et al.
Published: (2025)

Synthesis of Timeline-Based Planning Strategies Avoiding Determinization
by: Acampora, Renato, et al.
Published: (2024)

Reading Between the Timelines: RAG for Answering Diachronic Questions
by: Lau, Kwun Hang, et al.
Published: (2025)

Just What You Desire: Constrained Timeline Summarization with Self-Reflection for Enhanced Relevance
by: Qorib, Muhammad Reza, et al.
Published: (2024)

Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact Extraction
by: Chen, Jianhao, et al.
Published: (2024)

LexChronos: An Agentic Framework for Structured Event Timeline Extraction in Indian Jurisprudence
by: Tummepalli, Anka Chandrahas, et al.
Published: (2026)

Stabilizing Reinforcement Learning with LLMs: Formulation and Practices
by: Zheng, Chujie, et al.
Published: (2025)

Automatic Extraction of Metaphoric Analogies from Literary Texts: Task Formulation, Dataset Construction, and Evaluation
by: Boisson, Joanne, et al.
Published: (2024)

Large Language Model-Powered Query-Driven Event Timeline Summarization in Industrial Search
by: Wang, Mingyue, et al.
Published: (2026)

TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge Graphs
by: Sun, Qiang, et al.
Published: (2025)

Frictive Policy Optimization for LLMs: Epistemic Intervention, Risk-Sensitive Control, and Reflective Alignment
by: Pustejovsky, James, et al.
Published: (2026)

Living the Novel: A System for Generating Self-Training Timeline-Aware Conversational Agents from Novels
by: Huang, Yifei, et al.
Published: (2025)

DreamerNLplus: Interpretable Modeling of Mental Health Dynamics from Social Media Timelines using Hybrid Rule-Based and RAG Methods
by: Zhyrko, Maryia, et al.
Published: (2026)

LLMs Learn Constructions That Humans Do Not Know
by: Dunn, Jonathan, et al.
Published: (2025)

Measuring Scalar Constructs in Social Science with LLMs
by: Licht, Hauke, et al.
Published: (2025)

Game of LLMs: Discovering Structural Constructs in Activities using Large Language Models
by: Hiremath, Shruthi K., et al.
Published: (2024)

From 'Showgirls' to 'Performers': Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs
by: Bartl, Marion, 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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