Cover Image

Comparative Analysis of Encoder-Based NER and Large Language Models for Skill Extraction from Russian Job Vacancies

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Matkin, Nikita, Smirnov, Aleksei, Usanin, Mikhail, Ivanov, Egor, Sobyanin, Kirill, Paklina, Sofiia, Parshakov, Petr
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AI-based approach to burnout identification from textual data
by: Zavertiaeva, Marina, et al.
Published: (2026)

Users Favor LLM-Generated Content -- Until They Know It's AI
by: Parshakov, Petr, et al.
Published: (2025)

Strategizing with AI: Insights from a Beauty Contest Experiment
by: Alekseenko, Iuliia, et al.
Published: (2025)

Not Yet: Humans Outperform LLMs in a Colonel Blotto Tournament
by: Dagaev, Dmitry, et al.
Published: (2026)

Designing Social Learning
by: Smirnov, Aleksei, et al.
Published: (2024)

GigaEmbeddings: Efficient Russian Language Embedding Model
by: Kolodin, Egor, et al.
Published: (2025)

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

Balalaika: Data-Centric, Prosody-Aware Annotation Pipeline for Russian Speech
by: Borodin, Kirill, et al.
Published: (2025)

Playing With Perceptions: Investigating Bias in Soccer Through Skin Tone Manipulation
by: Cornel Nesseler, et al.
Published: (2025)

GliLem: Leveraging GliNER for Contextualized Lemmatization in Estonian
by: Dorkin, Aleksei, et al.
Published: (2024)

Spin-down of a pulsar with a yielding crust
by: Sob'yanin, Denis Nikolaevich
Published: (2024)

Nondipole interaction between two uniformly magnetized spheres and its relation to superconducting levitation
by: Sob'yanin, Denis Nikolaevich
Published: (2024)

Perfect nonradiating electromagnetic source and its self-action
by: Sob'yanin, Denis Nikolaevich
Published: (2023)

Do LLMs Surpass Encoders for Biomedical NER?
by: Obeidat, Motasem S, et al.
Published: (2025)

Comparative Analysis of Extrinsic Factors for NER in French
by: Yang, Grace, et al.
Published: (2024)

Using Online Vacancy and Job Applicants' Data to Study Skills Dynamics
by: Verónica Escudero, et al.
Published: (10/12/2024)

LLM4ES: Learning User Embeddings from Event Sequences via Large Language Models
by: Shestov, Aleksei, et al.
Published: (2025)

Exploring the Dynamics of Data Transmission in 5G Networks: A Conceptual Analysis
by: Smirnov, Nikita, et al.
Published: (2024)

Artificial Intelligence and Skills: Evidence from Contrastive Learning in Online Job Vacancies
by: Chen, Hangyu, et al.
Published: (2026)

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

VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models
by: Kim, Seoyeon, et al.
Published: (2024)

GigaChat Family: Efficient Russian Language Modeling Through Mixture of Experts Architecture
by: GigaChat team, et al.
Published: (2025)

Qwerty AI: Explainable Automated Age Rating and Content Safety Assessment for Russian-Language Screenplays
by: Zmanovskii, Nikita
Published: (2025)

Job Skill Extraction via LLM-Centric Multi-Module Framework
by: Li, Guojing, et al.
Published: (2026)

Light Coreference Resolution for Russian with Hierarchical Discourse Features
by: Chistova, Elena, et al.
Published: (2023)

Дифференциальная диагностика плоскоклеточного рака и трансформации Рихтера в надгортанной ямке: Морфологические, иммуногистохимические и биопсийные аспекты для получения максимально информативного материала
by: Makedonskaia, Sofiia
Published: (2025)

International and national standards on societal information security
by: Sofiia Lykhova
Published: (2022)

On Young diagrams of maximum dimension
by: Duzhin, Vasilii, et al.
Published: (2023)

GLiNER Guard: Unified Encoder Family for Production LLM Safety and Privacy
by: Minko, Bogdan, et al.
Published: (2026)

Multi-Task Pre-Finetuning of Lightweight Transformer Encoders for Text Classification and NER
by: Zhu, Junyi, et al.
Published: (2025)

Bukva: Russian Sign Language Alphabet
by: Kvanchiani, Karina, et al.
Published: (2024)

From Annotation to Adaptation: Metrics, Synthetic Data, and Aspect Extraction for Aspect-Based Sentiment Analysis with Large Language Models
by: Neveditsin, Nikita, et al.
Published: (2025)

Biomedical Nested NER with Large Language Model and UMLS Heuristics
by: Zhou, Wenxin
Published: (2024)

Encoder vs Decoder: Comparative Analysis of Encoder and Decoder Language Models on Multilingual NLU Tasks
by: Nielsen, Dan Saattrup, et al.
Published: (2024)

NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data
by: Bogdanov, Sergei, et al.
Published: (2024)

Comparative Analysis for the Behavior of Beryllium and Magnesium Crystals at Ultrahigh Pressures
by: Nikolai A. Smirnov
Published: (2024)

Birefringent spin-photon interface generates polarization entanglement
by: Leppenen, Nikita, et al.
Published: (2024)

Birefringent Spin‐Photon Interface Generates Polarization Entanglement
by: Nikita Leppenen, et al.
Published: (2024)

DELM: a Python toolkit for Data Extraction with Language Models
by: Fithian, Eric, et al.
Published: (2025)

Exploring Large Language Models for Detecting Mental Disorders
by: Kuzmin, Gleb, et al.
Published: (2024)