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Bibliographic Details
Main Author:	Tint, Joshua
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2604.14595
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Designing NLP Systems That Adapt to Diverse Worldviews
by: Creanga, Claudiu, et al.
Published: (2024)

Facilitating Opinion Diversity through Hybrid NLP Approaches
by: van der Meer, Michiel
Published: (2024)

Benchmarking Sociolinguistic Diversity in Swahili NLP: A Taxonomy-Guided Approach
by: Oketch, Kezia, et al.
Published: (2025)

We Need to Measure Data Diversity in NLP -- Better and Broader
by: Nguyen, Dong, et al.
Published: (2025)

A Measure for Transparent Comparison of Linguistic Diversity in Multilingual NLP Data Sets
by: Samardzic, Tanja, et al.
Published: (2024)

Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks
by: Li, Qintong, et al.
Published: (2023)

Towards Inclusive NLP: Assessing Compressed Multilingual Transformers across Diverse Language Benchmarks
by: Alshehhi, Maitha, et al.
Published: (2025)

Lexical and Statistical Analysis of Bangla Newspaper and Literature: A Corpus-Driven Study on Diversity, Readability, and NLP Adaptation
by: Bhattacharyya, Pramit, et al.
Published: (2025)

ExpressivityBench: Can LLMs Communicate Implicitly?
by: Tint, Joshua, et al.
Published: (2024)

No Single Best Model for Diversity: Learning a Router for Sample Diversity
by: Liu, Yuhan, et al.
Published: (2026)

DiverseDialogue: A Methodology for Designing Chatbots with Human-Like Diversity
by: Lin, Xiaoyu, et al.
Published: (2024)

Diverse Preference Optimization
by: Lanchantin, Jack, et al.
Published: (2025)

Crowdsourcing Lexical Diversity
by: Khalilia, Hadi, et al.
Published: (2024)

TurkicNLP: An NLP Toolkit for Turkic Languages
by: Hakimov, Sherzod
Published: (2026)

The Nature of NLP: Analyzing Contributions in NLP Papers
by: Pramanick, Aniket, et al.
Published: (2024)

Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains
by: Subramaniam, Vighnesh, et al.
Published: (2025)

IFDID: Information Filter upon Diversity-Improved Decoding for Diversity-Faithfulness Tradeoff in NLG
by: Meng, Han, et al.
Published: (2022)

Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models
by: Deshpande, Vijeta, et al.
Published: (2025)

Continuous Interpretive Steering for Scalar Diversity
by: Cho, Ye-eun
Published: (2026)

Enhancing Jailbreak Attacks with Diversity Guidance
by: Zhang, Xu, et al.
Published: (2024)

Evaluating Diversity in Automatic Poetry Generation
by: Chen, Yanran, et al.
Published: (2024)

Evaluating the Evaluation of Diversity in Commonsense Generation
by: Zhang, Tianhui, et al.
Published: (2025)

Fair Abstractive Summarization of Diverse Perspectives
by: Zhang, Yusen, et al.
Published: (2023)

Detecting Linguistic Diversity on Social Media
by: Wong, Sidney, et al.
Published: (2025)

Diversity-Enhanced Reasoning for Subjective Questions
by: Wang, Yumeng, et al.
Published: (2025)

NLP-ADBench: NLP Anomaly Detection Benchmark
by: Li, Yuangang, et al.
Published: (2024)

Foundations and Evaluations in NLP
by: Park, Jungyeul
Published: (2025)

AraFinNLP 2024: The First Arabic Financial NLP Shared Task
by: Malaysha, Sanad, et al.
Published: (2024)

Capturing Bias Diversity in LLMs
by: Gosavi, Purva Prasad, et al.
Published: (2024)

Measuring Diversity in Synthetic Datasets
by: Zhu, Yuchang, et al.
Published: (2025)

Multilingual Prompting for Improving LLM Generation Diversity
by: Wang, Qihan, et al.
Published: (2025)

UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting
by: Shields-Menard, Sara, et al.
Published: (2025)

On VLMs for Diverse Tasks in Multimodal Meme Classification
by: Gavit, Deepesh, et al.
Published: (2025)

Asking a Language Model for Diverse Responses
by: Troshin, Sergey, et al.
Published: (2025)

Diversity Helps Jailbreak Large Language Models
by: Zhao, Weiliang, et al.
Published: (2024)

Benchmarking Linguistic Diversity of Large Language Models
by: Guo, Yanzhu, et al.
Published: (2024)

Large-Scale Diverse Synthesis for Mid-Training
by: Zhang, Xuemiao, et al.
Published: (2025)

On the Affinity, Rationality, and Diversity of Hierarchical Topic Modeling
by: Wu, Xiaobao, et al.
Published: (2024)

Multimodal Mathematical Reasoning with Diverse Solving Perspective
by: Shi, Wenhao, et al.
Published: (2025)

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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