:: Library Catalog

Saved in:

Bibliographic Details
Main Authors:	Li, Liz, Zhu, Wei
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2602.08322
Tags:	Add Tag No Tags, Be the first to tag this record!

INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages
by: Yu, Hao, et al.
Published: (2025)

Slot Filling as a Reasoning Task for SpeechLLMs
by: Hacioglu, Kadri, et al.
Published: (2025)

Pursuing Best Industrial Practices for Retrieval-Augmented Generation in the Medical Domain
by: Li, Liz, et al.
Published: (2026)

Zero-shot Slot Filling in the Age of LLMs for Dialogue Systems
by: Rana, Mansi, et al.
Published: (2024)

MRAG: Benchmarking Retrieval-Augmented Generation for Bio-medicine
by: Li, Liz, et al.
Published: (2026)

Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study
by: Krückl, Xaver Maria, et al.
Published: (2025)

MIDAS: Multi-level Intent, Domain, And Slot Knowledge Distillation for Multi-turn NLU
by: Li, Yan, et al.
Published: (2024)

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler
by: Mirza, Paramita, et al.
Published: (2024)

ACL: Aligned Contrastive Learning Improves BERT and Multi-exit BERT Fine-tuning
by: Li, Liz, et al.
Published: (2026)

Evaluating ChatGPT on Medical Information Extraction Tasks: Performance, Explainability and Beyond
by: Li, Liz, et al.
Published: (2026)

SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling
by: Hacioglu, Kadri, et al.
Published: (2025)

Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detection
by: Blaschke, Verena, et al.
Published: (2025)

An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants
by: Bhargav, G P Shrivatsa, et al.
Published: (2024)

Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment Pre-training for Noisy Slot Filling Task
by: Zhao, Jinxu, et al.
Published: (2024)

Gated Slot Attention for Efficient Linear-Time Sequence Modeling
by: Zhang, Yu, et al.
Published: (2024)

Slot Machines: How LLMs Keep Track of Multiple Entities
by: Bogdan, Paul C., et al.
Published: (2026)

Bridging Thoughts and Words: Graph-Based Intent-Semantic Joint Learning for Fake News Detection
by: Wang, Zhengjia, et al.
Published: (2025)

Emotion and Intent Joint Understanding in Multimodal Conversation: A Benchmarking Dataset
by: Liu, Rui, et al.
Published: (2024)

Generate then Refine: Data Augmentation for Zero-shot Intent Detection
by: Lin, I-Fan, et al.
Published: (2024)

Intent Detection in the Age of LLMs
by: Arora, Gaurav, et al.
Published: (2024)

A Pointer Network-based Approach for Joint Extraction and Detection of Multi-Label Multi-Class Intents
by: Mullick, Ankan, et al.
Published: (2024)

Detecting Conversational Mental Manipulation with Intent-Aware Prompting
by: Ma, Jiayuan, et al.
Published: (2024)

Transforming Slot Schema Induction with Generative Dialogue State Inference
by: Finch, James D., et al.
Published: (2024)

LLM-Enhanced Multiple Instance Learning for Joint Rumor and Stance Detection with Social Context Information
by: Yang, Ruichao, et al.
Published: (2025)

Improving Generalization in Intent Detection: GRPO with Reward-Based Curriculum Sampling
by: Feng, Zihao, et al.
Published: (2025)

IntentCoding: Amplifying User Intent in Code Generation
by: Fang, Zheng, et al.
Published: (2026)

A Career Interview Dialogue System using Large Language Model-based Dynamic Slot Generation
by: Hashimoto, Ekai, et al.
Published: (2024)

Known Intents, New Combinations: Clause-Factorized Decoding for Compositional Multi-Intent Detection
by: Nandy, Abhilash
Published: (2026)

Alignment with Fill-In-the-Middle for Enhancing Code Generation
by: Ren, Houxing, et al.
Published: (2025)

LUMI: Unsupervised Intent Clustering with Multiple Pseudo-Labels
by: Lin, I-Fan, et al.
Published: (2025)

On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation
by: Birkmose, Rune, et al.
Published: (2025)

IntentGPT: Few-shot Intent Discovery with Large Language Models
by: Rodriguez, Juan A., et al.
Published: (2024)

An Interdisciplinary Review of Commonsense Reasoning and Intent Detection
by: Sakib, Md Nazmus
Published: (2025)

JointCQ: Improving Factual Hallucination Detection with Joint Claim and Query Generation
by: Xu, Fan, et al.
Published: (2025)

Large Language Models for Intent-Driven Session Recommendations
by: Sun, Zhu, et al.
Published: (2023)

Fill In The Gaps: Model Calibration and Generalization with Synthetic Data
by: Ba, Yang, et al.
Published: (2024)

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents
by: Li, Bobo, et al.
Published: (2025)

Intent Detection and Entity Extraction from BioMedical Literature
by: Mullick, Ankan, et al.
Published: (2024)

BlendX: Complex Multi-Intent Detection with Blended Patterns
by: Yoon, Yejin, 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	"fc0f789305944b0229089742ae5f4676"
ui	"standard"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784425896.2296 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "fc0f789305944b0229089742ae5f4676" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

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=fc0f789305944b0229089742ae5f4676; ui=standard; language=en"
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	"216.73.217.30"
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	"20130"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2602_08322/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2602_08322/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784425896.2251
REQUEST_TIME	1784425896

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"fc0f789305944b0229089742ae5f4676"
ui	"standard"
language	"en"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784425896.2296 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "fc0f789305944b0229089742ae5f4676" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

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=fc0f789305944b0229089742ae5f4676; ui=standard; language=en"
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	"216.73.217.30"
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	"20130"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2602_08322/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2602_08322/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784425896.2251
REQUEST_TIME	1784425896

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: