UniSkill: A Dataset for Matching University Curricula to Professional Competencies

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Musazade, Nurlan, Mezei, Joszef, Zhang, Mike
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

JOBSKAPE: A Framework for Generating Synthetic Job Postings to Enhance Skill Matching
by: Magron, Antoine, et al.
Published: (2024)

NLPnorth @ TalentCLEF 2025: Comparing Discriminative, Contrastive, and Prompt-Based Methods for Job Title and Skill Matching
by: Zhang, Mike, et al.
Published: (2025)

Chinese-SkillSpan: A Span-Level Dataset for ESCO-Aligned Competency Extraction from Chinese Job Ads
by: Li, Guojing, et al.
Published: (2026)

UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
by: Lu, Huimin, et al.
Published: (2025)

SkillMatch: Evaluating Self-supervised Learning of Skill Relatedness
by: Decorte, Jens-Joris, et al.
Published: (2024)

Do Data-based Curricula Work?
by: Surkov, Maxim K., et al.
Published: (2021)

UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation
by: Choi, Juhwan, et al.
Published: (2024)

UniVS: Unified and Universal Video Segmentation with Prompts as Queries
by: Li, Minghan, et al.
Published: (2024)

UniBERT: Adversarial Training for Language-Universal Representations
by: Avram, Andrei-Marius, et al.
Published: (2025)

NNOSE: Nearest Neighbor Occupational Skill Extraction
by: Zhang, Mike, et al.
Published: (2024)

From National Curricula to Cultural Awareness: Constructing Open-Ended Culture-Specific Question Answering Dataset
by: Yoo, Haneul, et al.
Published: (2026)

Rethinking Skill Extraction in the Job Market Domain using Large Language Models
by: Nguyen, Khanh Cao, et al.
Published: (2024)

Joint Extraction and Classification of Danish Competences for Job Matching
by: Li, Qiuchi, et al.
Published: (2024)

Professional Agents -- Evolving Large Language Models into Autonomous Experts with Human-Level Competencies
by: Chu, Zhixuan, et al.
Published: (2024)

UniAIDet: A Unified and Universal Benchmark for AI-Generated Image Content Detection and Localization
by: Zhang, Huixuan, et al.
Published: (2025)

Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings
by: Senger, Elena, et al.
Published: (2024)

Uni-SMART: Universal Science Multimodal Analysis and Research Transformer
by: Cai, Hengxing, et al.
Published: (2024)

J-UniMorph: Japanese Morphological Annotation through the Universal Feature Schema
by: Matsuzaki, Kosuke, et al.
Published: (2024)

UniCoder: Scaling Code Large Language Model via Universal Code
by: Sun, Tao, et al.
Published: (2024)

RexUniNLU: Recursive Method with Explicit Schema Instructor for Universal NLU
by: Liu, Chengyuan, et al.
Published: (2024)

Annotating Dimensions of Social Perception in Text: A Sentence-Level Dataset of Warmth and Competence
by: Ayesh, Mutaz, et al.
Published: (2026)

Mathfish: Evaluating Language Model Math Reasoning via Grounding in Educational Curricula
by: Lucy, Li, et al.
Published: (2024)

A Novel Psychometrics-Based Approach to Developing Professional Competency Benchmark for Large Language Models
by: Kardanova, Elena, et al.
Published: (2024)

Red Skills or Blue Skills? A Dive Into Skills Published on ClawHub
by: Hu, Haichuan, et al.
Published: (2026)

UniPrefill: Universal Long-Context Prefill Acceleration via Block-wise Dynamic Sparsification
by: Fan, Qihang, et al.
Published: (2026)

AUDITA: A New Dataset to Audit Humans vs. AI Skill at Audio QA
by: Kabir, Tasnim, et al.
Published: (2026)

Computational Job Market Analysis with Natural Language Processing
by: Zhang, Mike
Published: (2024)

UniCoM: A Universal Code-Switching Speech Generator
by: Lee, Sangmin, et al.
Published: (2025)

Distinct Computations Emerge From Compositional Curricula in In-Context Learning
by: Lee, Jin Hwa, et al.
Published: (2025)

PARADISE: Evaluating Implicit Planning Skills of Language Models with Procedural Warnings and Tips Dataset
by: Uzunoglu, Arda, et al.
Published: (2024)

Enhancing Job Matching: Occupation, Skill and Qualification Linking with the ESCO and EQF taxonomies
by: Saroglou, Stylianos, et al.
Published: (2025)

UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models
by: Chen, Qizhou, et al.
Published: (2025)

Mix, MinHash, and Match: Cross-Source Agreement for Multilingual Pretraining Datasets
by: Alrashed, Sultan, et al.
Published: (2025)

UniSparse: An Intermediate Language for General Sparse Format Customization
by: Liu, Jie, et al.
Published: (2024)

Universal Cross-Tokenizer Distillation via Approximate Likelihood Matching
by: Minixhofer, Benjamin, et al.
Published: (2025)

UniCL: A Universal Contrastive Learning Framework for Large Time Series Models
by: Li, Jiawei, et al.
Published: (2024)

Birdie: Advancing State Space Models with Reward-Driven Objectives and Curricula
by: Blouir, Sam, et al.
Published: (2024)

Compute Optimal Scaling of Skills: Knowledge vs Reasoning
by: Roberts, Nicholas, et al.
Published: (2025)

Skill-as-Pseudocode: Refactoring Skill Libraries to Pseudocode for LLM Agents
by: Li, Xinze, et al.
Published: (2026)

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	"en"
ui	"standard"
VUFIND_SESSION	"bfdefb7452b711c0ca6b2bdffef5a37e"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790965378.4889 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "bfdefb7452b711c0ca6b2bdffef5a37e" ]`]
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=en; ui=standard; VUFIND_SESSION=bfdefb7452b711c0ca6b2bdffef5a37e"
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	"216.73.217.142"
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	"4452"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2603_03134/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2603_03134/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790965378.4849
REQUEST_TIME	1790965378

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
ui	"standard"
VUFIND_SESSION	"bfdefb7452b711c0ca6b2bdffef5a37e"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790965378.4889 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "bfdefb7452b711c0ca6b2bdffef5a37e" ]`]
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=en; ui=standard; VUFIND_SESSION=bfdefb7452b711c0ca6b2bdffef5a37e"
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	"216.73.217.142"
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	"4452"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2603_03134/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2603_03134/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790965378.4849
REQUEST_TIME	1790965378

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: