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Bibliographic Details
Main Authors:	Paschmann, Jeremías Figueiredo, Kaplan, Juan, Nattero, Francisco, Barron, Santiago, Wisznia, Juan, del Corro, Luciano
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2605.14236
Tags:	Add Tag No Tags, Be the first to tag this record!

Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers
by: Peng, Zhiyuan, et al.
Published: (2025)

MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training
by: Chen, Zhanpeng, et al.
Published: (2024)

Efficient Title Reranker for Fast and Improved Knowledge-Intense NLP
by: Chen, Ziyi, et al.
Published: (2023)

Automatic Pair Construction for Contrastive Post-training
by: Xu, Canwen, et al.
Published: (2023)

Mixtures of In-Context Learners
by: Hong, Giwon, et al.
Published: (2024)

Q-PEFT: Query-dependent Parameter Efficient Fine-tuning for Text Reranking with Large Language Models
by: Peng, Zhiyuan, et al.
Published: (2024)

Depth-Recurrent Attention Mixtures: Giving Latent Reasoning the Attention it Deserves
by: Knupp, Jonas, et al.
Published: (2026)

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning
by: Melikidze, Davit, et al.
Published: (2026)

Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary?
by: Jedidi, Nour, et al.
Published: (2025)

Improving Bilingual Lexicon Induction with Cross-Encoder Reranking
by: Li, Yaoyiran, et al.
Published: (2022)

Active Preference Optimization for Sample Efficient RLHF
by: Das, Nirjhar, et al.
Published: (2024)

LLMs Are In-Context Bandit Reinforcement Learners
by: Monea, Giovanni, et al.
Published: (2024)

AgentInstruct: Toward Generative Teaching with Agentic Flows
by: Mitra, Arindam, et al.
Published: (2024)

AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking
by: Yoon, Soyoung, et al.
Published: (2025)

Too Big to Think: Capacity, Memorization, and Generalization in Pre-Trained Transformers
by: Barron, Joshua, et al.
Published: (2025)

On Efficient and Statistical Quality Estimation for Data Annotation
by: Klie, Jan-Christoph, et al.
Published: (2024)

Large Language Models are Null-Shot Learners
by: Taveekitworachai, Pittawat, et al.
Published: (2024)

ExpeL: LLM Agents Are Experiential Learners
by: Zhao, Andrew, et al.
Published: (2023)

Reward Is Enough: LLMs Are In-Context Reinforcement Learners
by: Song, Kefan, et al.
Published: (2025)

Large Language Models are Good Relational Learners
by: Wu, Fang, et al.
Published: (2025)

Large Language Models are Biased Reinforcement Learners
by: Hayes, William M., et al.
Published: (2024)

Large Language Models are Miscalibrated In-Context Learners
by: Li, Chengzu, et al.
Published: (2023)

Instruction-tuned Language Models are Better Knowledge Learners
by: Jiang, Zhengbao, et al.
Published: (2024)

In-context Continual Learning Assisted by an External Continual Learner
by: Momeni, Saleh, et al.
Published: (2024)

Don't Forget to Connect! Improving RAG with Graph-based Reranking
by: Dong, Jialin, et al.
Published: (2024)

Solving the Content Gap in Roblox Game Recommendations: LLM-Based Profile Generation and Reranking
by: Wang, Chen, et al.
Published: (2025)

PrivacyMind: Large Language Models Can Be Contextual Privacy Protection Learners
by: Xiao, Yijia, et al.
Published: (2023)

Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models
by: Schröder, Christopher, et al.
Published: (2024)

LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings
by: Wang, Duo, et al.
Published: (2024)

Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners?
by: Opedal, Andreas, et al.
Published: (2024)

Ten Words Only Still Help: Improving Black-Box AI-Generated Text Detection via Proxy-Guided Efficient Re-Sampling
by: Shi, Yuhui, et al.
Published: (2024)

BTZSC: A Benchmark for Zero-Shot Text Classification Across Cross-Encoders, Embedding Models, Rerankers and LLMs
by: Aarab, Ilias
Published: (2026)

Are Optimal Algorithms Still Optimal? Rethinking Sorting in LLM-Based Pairwise Ranking with Batching and Caching
by: Wisznia, Juan, et al.
Published: (2025)

IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach
by: Burdisso, Sergio, et al.
Published: (2022)

Large Language Models are Efficient Learners of Noise-Robust Speech Recognition
by: Hu, Yuchen, et al.
Published: (2024)

Active Task Disambiguation with LLMs
by: Kobalczyk, Katarzyna, et al.
Published: (2025)

Can LLMs Reliably Simulate Human Learner Actions? A Simulation Authoring Framework for Open-Ended Learning Environments
by: Mannekote, Amogh, et al.
Published: (2024)

When Can Transformers Count to n?
by: Yehudai, Gilad, et al.
Published: (2024)

Embedding Enhancement via Fine-Tuned Language Models for Learner-Item Cognitive Modeling
by: Liu, Yuanhao, et al.
Published: (2026)

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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