Harnessing Deep LLM Participation for Robust Entity Linking

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hou, Jiajun, Zhang, Chenyu, Meng, Rui
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Generative Multimodal Entity Linking
by: Shi, Senbao, et al.
Published: (2023)

Entity Linking in the Job Market Domain
by: Zhang, Mike, et al.
Published: (2024)

An Entity Linking Agent for Question Answering
by: Luo, Yajie, et al.
Published: (2025)

LELA: an LLM-based Entity Linking Approach with Zero-Shot Domain Adaptation
by: Haffoudhi, Samy, et al.
Published: (2026)

LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking
by: Xin, Amy, et al.
Published: (2024)

Efficient Uncertainty Estimation for LLM-based Entity Linking in Tabular Data
by: Bono, Carlo, et al.
Published: (2025)

Musical Heritage Historical Entity Linking
by: Graciotti, Arianna, et al.
Published: (2025)

Optimal Transport Guided Correlation Assignment for Multimodal Entity Linking
by: Zhang, Zefeng, et al.
Published: (2024)

Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance
by: Choi, Soo-joon, et al.
Published: (2025)

Harnessing Consistency for Robust Test-Time LLM Ensemble
by: Zeng, Zhichen, et al.
Published: (2025)

Explainable ICD Coding via Entity Linking
by: Barreiros, Leonor, et al.
Published: (2025)

Multilingual Entity Linking Using Dense Retrieval
by: Farhan, Dominik
Published: (2024)

DeepMEL: A Multi-Agent Collaboration Framework for Multimodal Entity Linking
by: Wang, Fang, et al.
Published: (2025)

PARCO: Phoneme-Augmented Robust Contextual ASR via Contrastive Entity Disambiguation
by: He, Jiajun, et al.
Published: (2025)

Beyond Fine-Tuning: Robust Food Entity Linking under Ontology Drift with FoodOntoRAG
by: Drole, Jan, et al.
Published: (2026)

Multi-Perspective Evidence Synthesis and Reasoning for Unsupervised Multimodal Entity Linking
by: Zhou, Mo, et al.
Published: (2026)

Harnessing Large Language Models for Biomedical Named Entity Recognition
by: Chen, Jian, et al.
Published: (2025)

Distilling Closed-Source LLM's Knowledge for Locally Stable and Economic Biomedical Entity Linking
by: Ai, Yihao, et al.
Published: (2025)

FinHarness: An Inline Lifecycle Safety Harness for Finance LLM Agents
by: Jia, Haoxuan, et al.
Published: (2026)

ChatEL: Entity Linking with Chatbots
by: Ding, Yifan, et al.
Published: (2024)

BELHD: Improving Biomedical Entity Linking with Homonoym Disambiguation
by: Garda, Samuele, et al.
Published: (2024)

CLIMATELI: Evaluating Entity Linking on Climate Change Data
by: Zhou, Shijia, et al.
Published: (2024)

MELO: An Evaluation Benchmark for Multilingual Entity Linking of Occupations
by: Retyk, Federico, et al.
Published: (2024)

Unified Examination of Entity Linking in Absence of Candidate Sets
by: Ong, Nicolas, et al.
Published: (2024)

LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation
by: Haffoudhi, Samy, et al.
Published: (2026)

Mahānāma: A Unique Testbed for Literary Entity Discovery and Linking
by: Sarkar, Sujoy, et al.
Published: (2025)

Using LLMs for Multilingual Clinical Entity Linking to ICD-10
by: Vassileva, Sylvia, et al.
Published: (2025)

Evaluation of LLMs on Long-tail Entity Linking in Historical Documents
by: Boscariol, Marta, et al.
Published: (2025)

Learning from Negative Samples in Biomedical Generative Entity Linking
by: Kim, Chanhwi, et al.
Published: (2024)

VP-MEL: Visual Prompts Guided Multimodal Entity Linking
by: Mi, Hongze, et al.
Published: (2024)

HarnessLLM: Automatic Testing Harness Generation via Reinforcement Learning
by: Liu, Yujian, et al.
Published: (2025)

BioELX: Cross-lingual Biomedical Entity Linking via Alias-based Retrieval and LLM Ranking
by: Wang, Yi, et al.
Published: (2026)

NE-PADD: Leveraging Named Entity Knowledge for Robust Partial Audio Deepfake Detection via Attention Aggregation
by: Xian, Huhong, et al.
Published: (2025)

Entity Linking using LLMs for Automated Product Carbon Footprint Estimation
by: Castle, Steffen, et al.
Published: (2025)

LongBEL: Long-Context and Document-Consistent Biomedical Entity Linking
by: Remaki, Adam, et al.
Published: (2026)

ClinLinker: Medical Entity Linking of Clinical Concept Mentions in Spanish
by: Gallego, Fernando, et al.
Published: (2024)

CADEL: A Corpus of Administrative Web Documents for Japanese Entity Linking
by: Higashiyama, Shohei, et al.
Published: (2026)

Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking
by: Li, Yinghui, et al.
Published: (2023)

Biomedical Entity Linking as Multiple Choice Question Answering
by: Lin, Zhenxi, 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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"792bf6a73a68c94866e4b423baef6ca5"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1791308734.3609 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "792bf6a73a68c94866e4b423baef6ca5" ]`]
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	"VUFIND_SESSION=792bf6a73a68c94866e4b423baef6ca5; language=en; ui=standard"
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	"216.73.216.28"
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	"7592"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_14181/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_14181/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1791308734.355
REQUEST_TIME	1791308734

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"792bf6a73a68c94866e4b423baef6ca5"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1791308734.3609 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "792bf6a73a68c94866e4b423baef6ca5" ]`]
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	"VUFIND_SESSION=792bf6a73a68c94866e4b423baef6ca5; language=en; ui=standard"
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	"216.73.216.28"
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	"7592"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_14181/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_14181/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1791308734.355
REQUEST_TIME	1791308734

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: