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Bibliographic Details
Main Authors:	Schmidt, Lena, Sharma, Oshin, Marshall, Chris, Moral, Sonia Garcia Gonzalez
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2504.01627
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On the impact of retrieved content representations in RAG Pipelines
by: Ross, Jonathan J, et al.
Published: (2026)

Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-Answering
by: Siriwardhana, Shamane, et al.
Published: (2021)

Human-artificial intelligence teaming for scientific information extraction from data-driven additive manufacturing research using large language models
by: Safdar, Mutahar, et al.
Published: (2024)

OpenMedLM: Prompt engineering can out-perform fine-tuning in medical question-answering with open-source large language models
by: Maharjan, Jenish, et al.
Published: (2024)

LLM2IR: simple unsupervised contrastive learning makes long-context LLM great retriever
by: Yang, Xiaocong
Published: (2025)

Retrieval-augmented systems can be dangerous medical communicators
by: Wong, Lionel, et al.
Published: (2025)

What can LLM tell us about cities?
by: Li, Zhuoheng, et al.
Published: (2024)

VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning
by: Niu, Cheng, et al.
Published: (2024)

Bringing order into the realm of Transformer-based language models for artificial intelligence and law
by: Greco, Candida M., et al.
Published: (2023)

MEM1: Learning to Synergize Memory and Reasoning for Efficient Long-Horizon Agents
by: Zhou, Zijian, et al.
Published: (2025)

Research on intelligent generation of structural demolition suggestions based on multi-model collaboration
by: Yang, Zhifeng, et al.
Published: (2025)

Advancing continual lifelong learning in neural information retrieval: definition, dataset, framework, and empirical evaluation
by: Hou, Jingrui, et al.
Published: (2023)

OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis
by: Li, Zhuofeng, et al.
Published: (2026)

E2Rank: Your Text Embedding can Also be an Effective and Efficient Listwise Reranker
by: Liu, Qi, et al.
Published: (2025)

Evaluating the impact of word embeddings on similarity scoring in practical information retrieval
by: McCarroll, Niall, et al.
Published: (2026)

Prompt Compression in the Wild: Measuring Latency, Rate Adherence, and Quality for Faster LLM Inference
by: Kummer, Cornelius, et al.
Published: (2026)

RCSB PDB AI Help Desk: retrieval-augmented generation for protein structure deposition support
by: Chithari, Vivek Reddy, et al.
Published: (2026)

Faux Polyglot: A Study on Information Disparity in Multilingual Large Language Models
by: Sharma, Nikhil, et al.
Published: (2024)

Lexicalization Is All You Need: Examining the Impact of Lexical Knowledge in a Compositional QALD System
by: Schmidt, David Maria, et al.
Published: (2024)

CBIDR: A novel method for information retrieval combining image and data by means of TOPSIS applied to medical diagnosis
by: Giuri, Humberto, et al.
Published: (2024)

EncouRAGe: Evaluating RAG Local, Fast, and Reliable
by: Strich, Jan, et al.
Published: (2025)

Comprehensive Comparison of RAG Methods Across Multi-Domain Conversational QA
by: Alushi, Klejda, et al.
Published: (2026)

Advancing Chart Question Answering with Robust Chart Component Recognition
by: Zheng, Hanwen, et al.
Published: (2024)

KadiAssistant: A conversational AI Agent for information retrieval in Kadi4Mat
by: Cierpka, Adrian, et al.
Published: (2026)

LEMUR: A Corpus for Robust Fine-Tuning of Multilingual Law Embedding Models for Retrieval
by: Ahmadi, Narges Baba, et al.
Published: (2026)

The Coverage Illusion: From Pre-retrieval Routing Failure to Post-retrieval Cascades in a Production RAG System
by: Hussain, Zafar, et al.
Published: (2026)

Large language models can accurately predict searcher preferences
by: Thomas, Paul, et al.
Published: (2023)

Retrieval-Augmented Reasoning for Chartered Accountancy
by: Gupta, Jatin, et al.
Published: (2026)

HORIZON: A Benchmark for In-the-wild User Behaviour Modeling
by: Goel, Arnav, et al.
Published: (2026)

Mitigating Hallucination with ZeroG: An Advanced Knowledge Management Engine
by: Sharma, Anantha, et al.
Published: (2024)

SARA: Selective and Adaptive Retrieval-augmented Generation with Context Compression
by: Jin, Yiqiao, et al.
Published: (2025)

Measuring temporal effects of agent knowledge by date-controlled tool use
by: Xian, R. Patrick, et al.
Published: (2025)

Provence: efficient and robust context pruning for retrieval-augmented generation
by: Chirkova, Nadezhda, et al.
Published: (2025)

Navigating the Knowledge Sea: Planet-scale answer retrieval using LLMs
by: Sarkar, Dipankar
Published: (2024)

Political Events using RAG with LLMs
by: Arslan, Muhammad, et al.
Published: (2025)

Refining Wikidata Taxonomy using Large Language Models
by: Peng, Yiwen, et al.
Published: (2024)

Hindsight is 20/20: Building Agent Memory that Retains, Recalls, and Reflects
by: Latimer, Chris, et al.
Published: (2025)

Intelligent Scientific Literature Explorer using Machine Learning (ISLE)
by: Jani, Sina, et al.
Published: (2025)

Synthetic Query Generation using Large Language Models for Virtual Assistants
by: Sannigrahi, Sonal, 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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