Evaluating Cross-Lingual Classification Approaches Enabling Topic Discovery for Multilingual Social Media Data

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Uniyal, Deepak, Bashar, Md Abul, Nayak, Richi
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN
by: Bashar, Md Abul, et al.
Published: (2023)

Propensity-to-Pay: Machine Learning for Estimating Prediction Uncertainty
by: Bashar, Md Abul, et al.
Published: (2020)

Imputation of Longitudinal Data Using GANs: Challenges and Implications for Classification
by: Pingi, Sharon Torao, et al.
Published: (2025)

Analyzing the Evaluation of Cross-Lingual Knowledge Transfer in Multilingual Language Models
by: Rajaee, Sara, et al.
Published: (2024)

Cross-Lingual Consistency of Factual Knowledge in Multilingual Language Models
by: Qi, Jirui, et al.
Published: (2023)

XL-Suite: Cross-Lingual Synthetic Training and Evaluation Data for Open-Ended Generation
by: Iyer, Vivek, et al.
Published: (2025)

Identifying the Correlation Between Language Distance and Cross-Lingual Transfer in a Multilingual Representation Space
by: Philippy, Fred, et al.
Published: (2023)

Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models
by: Sundar, Anirudh, et al.
Published: (2025)

Evaluating Large Language Models for Health-Related Text Classification Tasks with Public Social Media Data
by: Guo, Yuting, et al.
Published: (2024)

Multilingual Hate Speech Detection in Social Media Using Translation-Based Approaches with Large Language Models
by: Usman, Muhammad, et al.
Published: (2025)

Evaluating Negative Sampling Approaches for Neural Topic Models
by: Adhya, Suman, et al.
Published: (2025)

Emotion Detection From Social Media Posts
by: Rahman, Md Mahbubur, et al.
Published: (2023)

M2Lingual: Enhancing Multilingual, Multi-Turn Instruction Alignment in Large Language Models
by: Maheshwary, Rishabh, et al.
Published: (2024)

Language-specific Neurons Do Not Facilitate Cross-Lingual Transfer
by: Mondal, Soumen Kumar, et al.
Published: (2025)

Languages are Modalities: Cross-Lingual Alignment via Encoder Injection
by: Agarwal, Rajan, et al.
Published: (2025)

From Detection to Discovery: A Closed-Loop Approach for Simultaneous and Continuous Medical Knowledge Expansion and Depression Detection on Social Media
by: Geng, Shuang, et al.
Published: (2025)

A New Method for Cross-Lingual-based Semantic Role Labeling
by: Ebrahimi, Mohammad, et al.
Published: (2024)

Knowledge Localization in Mixture-of-Experts LLMs Using Cross-Lingual Inconsistency
by: Bandarkar, Lucas, et al.
Published: (2026)

Rethinking Suicidal Ideation Detection: A Trustworthy Annotation Framework and Cross-Lingual Model Evaluation
by: Dzafic, Amina, et al.
Published: (2025)

Named Entity Recognition for Payment Data Using NLP
by: Nayak, Srikumar
Published: (2026)

Beyond Fertility: Analyzing STRR as a Metric for Multilingual Tokenization Evaluation
by: Nayeem, Mir Tafseer, et al.
Published: (2025)

Shared Doubt: Zero-shot Cross-Lingual Confidence Estimation for Language Models
by: Kyriakou, Athina, et al.
Published: (2026)

Layer Swapping for Zero-Shot Cross-Lingual Transfer in Large Language Models
by: Bandarkar, Lucas, et al.
Published: (2024)

TopicDiff: A Topic-enriched Diffusion Approach for Multimodal Conversational Emotion Detection
by: Luo, Jiamin, et al.
Published: (2024)

Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification
by: Pecher, Branislav, et al.
Published: (2026)

Multi-Target Cross-Lingual Summarization: a novel task and a language-neutral approach
by: Pernes, Diogo, et al.
Published: (2024)

Few-Shot Cross-Lingual Transfer for Prompting Large Language Models in Low-Resource Languages
by: Toukmaji, Christopher
Published: (2024)

MOSLD-Bench: Multilingual Open-Set Learning and Discovery Benchmark for Text Categorization
by: Costache, Adriana-Valentina, et al.
Published: (2026)

BhashaSetu: Cross-Lingual Knowledge Transfer from High-Resource to Extreme Low-Resource Languages
by: Maji, Subhadip, et al.
Published: (2026)

Debiasing Multilingual LLMs in Cross-lingual Latent Space
by: Peng, Qiwei, et al.
Published: (2025)

Judging Quality Across Languages: A Multilingual Approach to Pretraining Data Filtering with Language Models
by: Ali, Mehdi, et al.
Published: (2025)

Sentiment Analysis of Cyberbullying Data in Social Media
by: Susmitha, Arvapalli Sai, et al.
Published: (2024)

Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games
by: Guerra-Solano, César, et al.
Published: (2025)

Mapping Transformer Leveraged Embeddings for Cross-Lingual Document Representation
by: Tashu, Tsegaye Misikir, et al.
Published: (2024)

MuRating: A High Quality Data Selecting Approach to Multilingual Large Language Model Pretraining
by: Chen, Zhixun, et al.
Published: (2025)

Towards Multilingual LLM Evaluation for European Languages
by: Thellmann, Klaudia, et al.
Published: (2024)

MultiSoc-4D: A Benchmark for Diagnosing Instruction-Induced Label Collapse in Closed-Set LLM Annotation of Bengali Social Media
by: Pramanik, Souvik, et al.
Published: (2026)

TopicProphet: Prophesies on Temporal Topic Trends and Stocks
by: Kim, Olivia
Published: (2025)

Beyond Architectures: Evaluating the Role of Contextual Embeddings in Detecting Bipolar Disorder on Social Media
by: Hasan, Khalid, et al.
Published: (2025)

MultiScript30k: Leveraging Multilingual Embeddings to Extend Cross Script Parallel Data
by: Driggers-Ellis, Christopher, et al.
Published: (2025)