Give Me More Details: Improving Fact-Checking with Latent Retrieval

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Hu, Xuming, Chen, Junzhe, Guo, Zhijiang, Yu, Philip S.
Format:	Preprint
Publié:	2023
Sujets:	Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Do We Need Language-Specific Fact-Checking Models? The Case of Chinese
par: Zhang, Caiqi, et autres
Publié: (2024)

Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checking
par: Warren, Greta, et autres
Publié: (2025)

Multilingual Previously Fact-Checked Claim Retrieval
par: Pikuliak, Matúš, et autres
Publié: (2023)

Contrastive Learning to Improve Retrieval for Real-world Fact Checking
par: Sriram, Aniruddh, et autres
Publié: (2024)

CaseFacts: A Benchmark for Legal Fact-Checking and Precedent Retrieval
par: Putta, Akshith Reddy, et autres
Publié: (2026)

Context Shapes LLMs Retrieval-Augmented Fact-Checking Effectiveness
par: Bernardelle, Pietro, et autres
Publié: (2026)

Tell Me Why: Explainable Public Health Fact-Checking with Large Language Models
par: Zarharan, Majid, et autres
Publié: (2024)

Evaluating Robustness of Generative Search Engine on Adversarial Factual Questions
par: Hu, Xuming, et autres
Publié: (2024)

FactSim: Fact-Checking for Opinion Summarization
par: Anghinoni, Leandro, et autres
Publié: (2026)

RAMA: Retrieval-Augmented Multi-Agent Framework for Misinformation Detection in Multimodal Fact-Checking
par: Yang, Shuo, et autres
Publié: (2025)

Leveraging LLM Parametric Knowledge for Fact Checking without Retrieval
par: Vazhentsev, Artem, et autres
Publié: (2026)

CANDY: Benchmarking LLMs' Limitations and Assistive Potential in Chinese Misinformation Fact-Checking
par: Guo, Ruiling, et autres
Publié: (2025)

Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation
par: Fadeeva, Ekaterina, et autres
Publié: (2025)

Investigating Language and Retrieval Bias in Multilingual Previously Fact-Checked Claim Detection
par: Vykopal, Ivan, et autres
Publié: (2025)

Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs
par: Vladika, Juraj, et autres
Publié: (2025)

(Fact) Check Your Bias
par: Bakke, Eivind Morris, et autres
Publié: (2025)

Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?
par: Beigi, Alimohammad, et autres
Publié: (2024)

TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking
par: Hang, Ching Nam, et autres
Publié: (2025)

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts
par: Su, Ruiran, et autres
Publié: (2025)

GraphCheck: Multipath Fact-Checking with Entity-Relationship Graphs
par: Jeon, Hyewon, et autres
Publié: (2025)

The CLEF-2026 CheckThat! Lab: Advancing Multilingual Fact-Checking
par: Struß, Julia Maria, et autres
Publié: (2026)

Multilingual vs Crosslingual Retrieval of Fact-Checked Claims: A Tale of Two Approaches
par: Ramponi, Alan, et autres
Publié: (2025)

AfrIFact: Cultural Information Retrieval, Evidence Extraction and Fact Checking for African Languages
par: Azime, Israel Abebe, et autres
Publié: (2026)

Retrieve-Refine-Calibrate: A Framework for Complex Claim Fact-Checking
par: Sun, Mingwei, et autres
Publié: (2026)

+VeriRel: Verification Feedback to Enhance Document Retrieval for Scientific Fact Checking
par: Deng, Xingyu, et autres
Publié: (2025)

A Graph-based Verification Framework for Fact-Checking
par: Huang, Yani, et autres
Publié: (2025)

Face the Facts! Evaluating RAG-based Pipelines for Professional Fact-Checking
par: Russo, Daniel, et autres
Publié: (2024)

UWBa at SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim Retrieval
par: Lenc, Ladislav, et autres
Publié: (2025)

UrduFactCheck: An Agentic Fact-Checking Framework for Urdu with Evidence Boosting and Benchmarking
par: Ahmad, Sarfraz, et autres
Publié: (2025)

LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models
par: Tran, Hieu, et autres
Publié: (2024)

InFi-Check: Interpretable and Fine-Grained Fact-Checking of LLMs
par: Bai, Yuzhuo, et autres
Publié: (2026)

Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling
par: Yang, Linyao, et autres
Publié: (2023)

Explaining Sources of Uncertainty in Automated Fact-Checking
par: Sun, Jingyi, et autres
Publié: (2025)

Annotation Tool and Dataset for Fact-Checking Podcasts
par: Setty, Vinay, et autres
Publié: (2025)

The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Normalization, and Retrieval
par: Alam, Firoj, et autres
Publié: (2025)

Improved Factorized Neural Transducer Model For text-only Domain Adaptation
par: Liu, Junzhe, et autres
Publié: (2023)

MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents
par: Tang, Liyan, et autres
Publié: (2024)

SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim Retrieval
par: Peng, Qiwei, et autres
Publié: (2025)

Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMs
par: Ge, Ziyu, et autres
Publié: (2025)

Reinforcement Retrieval Leveraging Fine-grained Feedback for Fact Checking News Claims with Black-Box LLM
par: Zhang, Xuan, et autres
Publié: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"fr"
VUFIND_SESSION	"b0c4f6f4315bcd26fc070b3ab940b239"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790808257.5203 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "b0c4f6f4315bcd26fc070b3ab940b239" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; language=fr; VUFIND_SESSION=b0c4f6f4315bcd26fc070b3ab940b239"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"43722"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2305_16128/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2305_16128/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790808257.516
REQUEST_TIME	1790808257

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler