LabelCoRank: Revolutionizing Long Tail Multi-Label Classification with Co-Occurrence Reranking

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Yan, Yan, Liu, Junyuan, Zhang, Bo-Wen
Format:	Preprint
Publié:	2025
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

Exploring Contrastive Learning for Long-Tailed Multi-Label Text Classification
par: Audibert, Alexandre, et autres
Publié: (2024)

Category-Prompt Refined Feature Learning for Long-Tailed Multi-Label Image Classification
par: Yan, Jiexuan, et autres
Publié: (2024)

CrossTune: Black-Box Few-Shot Classification with Label Enhancement
par: Luo, Danqing, et autres
Publié: (2024)

CoRank: LLM-Based Compact Reranking with Document Features for Scientific Retrieval
par: Tian, Runchu, et autres
Publié: (2025)

Leveraging Label Semantics and Meta-Label Refinement for Multi-Label Question Classification
par: Dong, Shi, et autres
Publié: (2024)

Combining Supervised Learning and Reinforcement Learning for Multi-Label Classification Tasks with Partial Labels
par: Jia, Zixia, et autres
Publié: (2024)

Semantic Reranking at Inference Time for Hard Examples in Rhetorical Role Labeling
par: Belfathi, Anas, et autres
Publié: (2026)

CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution
par: Pan, Teng, et autres
Publié: (2026)

Label Distribution Learning-Enhanced Dual-KNN for Text Classification
par: Yuan, Bo, et autres
Publié: (2025)

Multi-Label Classification for Implicit Discourse Relation Recognition
par: Long, Wanqiu, et autres
Publié: (2024)

Incomplete Multi-Label Image Recognition by Co-learning Semantic-Aware Features and Label Recovery
par: He, Zhi-Fen, et autres
Publié: (2025)

In-Context Learning for Extreme Multi-Label Classification
par: D'Oosterlinck, Karel, et autres
Publié: (2024)

DiffuRank: Effective Document Reranking with Diffusion Language Models
par: Liu, Qi, et autres
Publié: (2026)

RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts
par: Wu, Mingyan, et autres
Publié: (2025)

Weed Out, Then Harvest: Dual Low-Rank Adaptation is an Effective Noisy Label Detector for Noise-Robust Learning
par: Yuan, Bo, et autres
Publié: (2025)

Large Language Models Do Multi-Label Classification Differently
par: Ma, Marcus, et autres
Publié: (2025)

Large Language Models for Patient Comments Multi-Label Classification
par: Sakai, Hajar, et autres
Publié: (2024)

Multi-Label Classification with Generative AI Models in Healthcare: A Case Study of Suicidality and Risk Factors
par: Huang, Ming, et autres
Publié: (2025)

Based on Data Balancing and Model Improvement for Multi-Label Sentiment Classification Performance Enhancement
par: Su, Zijin, et autres
Publié: (2025)

KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification
par: Sakai, Hajar, et autres
Publié: (2025)

A Debiased Nearest Neighbors Framework for Multi-Label Text Classification
par: Cheng, Zifeng, et autres
Publié: (2024)

LegalTurk Optimized BERT for Multi-Label Text Classification and NER
par: Zeidi, Farnaz, et autres
Publié: (2024)

A Multi-Task and Multi-Label Classification Model for Implicit Discourse Relation Recognition
par: Costa, Nelson Filipe, et autres
Publié: (2024)

Generative Pseudo-Labeling for Pre-Ranking with LLMs
par: Bi, Junyu, et autres
Publié: (2026)

Multi-Label Clinical Text Eligibility Classification and Summarization System
par: Yerramsetty, Surya Tejaswi, et autres
Publié: (2025)

Label Dependencies-aware Set Prediction Networks for Multi-label Text Classification
par: Xinkai, Du, et autres
Publié: (2023)

Auxiliary Knowledge-Induced Learning for Automatic Multi-Label Medical Document Classification
par: Wang, Xindi, et autres
Publié: (2024)

MemReranker: Reasoning-Aware Reranking for Agent Memory Retrieval
par: Li, Chunyu, et autres
Publié: (2026)

CoTGuard: Using Chain-of-Thought Triggering for Copyright Protection in Multi-Agent LLM Systems
par: Wen, Yan, et autres
Publié: (2025)

Hierarchical Multi-Label Classification of Online Vaccine Concerns
par: Zhu, Chloe Qinyu, et autres
Publié: (2024)

Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification
par: Yu, Simon, et autres
Publié: (2023)

Label-free Node Classification on Graphs with Large Language Models (LLMS)
par: Chen, Zhikai, et autres
Publié: (2023)

CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge
par: Toroghi, Armin, et autres
Publié: (2025)

The Right Model for the Job: An Evaluation of Legal Multi-Label Classification Baselines
par: Forster, Martina, et autres
Publié: (2024)

CoRanking: Collaborative Ranking with Small and Large Ranking Agents
par: Liu, Wenhan, et autres
Publié: (2025)

Divide, Cache, Conquer: Dichotomic Prompting for Efficient Multi-Label LLM-Based Classification
par: Langner, Mikołaj, et autres
Publié: (2025)

LimRank: Less is More for Reasoning-Intensive Information Reranking
par: Song, Tingyu, et autres
Publié: (2025)

Modeling Text-Label Alignment for Hierarchical Text Classification
par: Kumar, Ashish, et autres
Publié: (2024)

SciAnnotate: A Tool for Integrating Weak Labeling Sources for Sequence Labeling
par: Liu, Mengyang, et autres
Publié: (2022)

CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking
par: Suresh, Tarun, 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
language	"fr"
VUFIND_SESSION	"dba192c8b2d61f8422362782f9dd11f2"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790601056.309 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "dba192c8b2d61f8422362782f9dd11f2" ]`]
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	"language=fr; VUFIND_SESSION=dba192c8b2d61f8422362782f9dd11f2; 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	"216.73.216.147"
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	"44629"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2503_07968/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2503_07968/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790601056.2953
REQUEST_TIME	1790601056

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler