Linguistics

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Linguistics

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Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach
Jun 4, 2026Nadine Yasser Abdelhalim, Emmanuel Akinrintoyo, Nicole SalomonsMultilingual Language Models Cross-Lingual Transfer
Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models
Jun 4, 2026Mohammad Mahdi Abootorabi, Omid Ghahroodi, Anas Madkoor +4Multimodal Benchmarks Multilingual Benchmark
Task-Vector Arithmetic for Emotional Expressivity Control in Language-Model-Based Text-to-Speech
Jun 3, 2026Daniel Oliveira de Brito, Arnaldo Candido JuniorZero-Shot Text-To-Speech Cross-Lingual Transfer
GlossAssist -- A Tool to Simplify Corpus Creation and Study the Effect of NLP Models in Low-Resource Documentation Settings
Jun 3, 2026Bhargav Shandilya, Matt Buchholz, Alexis PalmerLinguistics Text Corpora
Cross-Prompt Generalization in Detecting AI-Generated Fake News Using Interpretable Linguistic Features
Jun 2, 2026Aya Vera-Jimenez, Samuel Jaeger, Calvin Ibenye +1Fake News Detection Machine-Generated Text Detection
A Systematic Analysis of Linguistic Features in AI-Generated Text Detection Across Domains and Models
Jun 2, 2026Yassir El Attar, Esra Dönmez, Maximilian Maurer +1Linguistics Systematic Study
Quantifying Faithful Confidence Expression in Large Reasoning Models
Jun 2, 2026Areeb Gani, Asal Meskin, Gabrielle Kaili-May Liu +1Confidence Calibration Large Reasoning Models
AlignAtt4LLM: Fast AlignAtt for Decoder-Only LLMs at IWSLT 2026 Simultaneous Speech Translation Task
Jun 2, 2026Quentin Fuxa, Dominik MacháčekSimultaneous Speech Translation Cross-Lingual Alignment
SLU-2K: A Question-Based Benchmark for Semantic Evaluation of Sign Language Translation
Jun 2, 2026Zeno Testa, Antonino Furnari, Lorenzo Baraldi +1Sign Language Recognition Multilingual Benchmark
Reasoning over Grammar: Can Synthetic Linguistic Reasoning Traces Enhance Low-Resource Machine Translation?
Jun 2, 2026Renhao Pei, Yihong Liu, Sampo Pyysalo +2Machine Translation Linguistics
Lexicons and grammars for language processing: industrial or handcrafted products?
Jun 2, 2026Eric LaporteLinguistics Context-Free Grammars
Causal Evidence of Stack Representations in Modeling Counter Languages Using Transformers
Jun 2, 2026Nishit SinghTransformer Architectures Next-Token Prediction
From Script to Semantics: Prompting Strategies for African NLI
Jun 2, 2026Anuj Tiwari, Terry Oko-odion, Hannah NwokochaMultilingual Large Language Models Natural Language Inference
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Jun 2, 2026Peerawat Chomphooyod, Jian Gang Ngui, Yosephine Susanto +5Philippines Legal Natural Language Processing Benchmarks
The Word and the Way: Strategies for Domain-Specific BERT Pre-Training in German Medical NLP
Jun 2, 2026Henry He, Johann Frei, Raphael SchmittBert-Based Models Multilingual Language Models
Benchmarking Speech-to-Speech Translation Models
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Sample-Size Scaling of the African Languages NLI Evaluation
Jun 2, 2026Anuj Tiwari, Oluwapelumi Ogunremu, Terry Oko-odion +2Legal Natural Language Processing Benchmarks Multilingual Language Models
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Jun 1, 2026Claire Bonial, Claire Benet Post, Laura Michaelis +1Linguistics
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Jun 1, 2026Hammad Rizwan, Muhammad Umair Haider, Nishant Subramani +3Linguistics Semantic Similarity Metrics
Not What, But How: A Framework for Auditing LLM Responses across Positioning, Generalization, Anthropomorphism, and Maxims
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Learning When to Translate for Multilingual Reasoning
Jun 1, 2026Deokhyung Kang, Hyounghun Kim, Gary Geunbae LeeMultilingual Reasoning Large Language Model Reasoning
WAXAL-NET: Finetuned Edge ASR Across 19 African Languages
Jun 1, 2026Victor Tolulope Olufemi, Oreoluwa Babatunde, Ramsey Njema +28Llm-Based Automatic Speech Recognition African Languages
Multilingual Idioms in Sentences and Conversations Across High-, Medium-, and Low-Resource Languages
Jun 1, 2026Saeed Almheiri, Bilal Elbouardi, Salsabila Zahirah Pranida +16Multilingual Idioms Low-Resource Languages
Automated Essay Scoring and Language Certification: Assessing Generalizability, Agreement and Validity for French
Jun 1, 2026Rodrigo Wilkens, Rémi Cardon, Vincent Folny +1Automated Essay Scoring English
A Structured Benchmark for Text-Guided Anomaly Detection: When Language Stops Conditioning the Decision
Jun 1, 2026Stefano Samele, Eugenio Lomurno, Teodora Jovanovic +3Zero-Shot Anomaly Detection Multimodal Benchmarks
Eyettention II: A Dual-Sequence Architecture for Modeling Fixation Location, Within-Word Landing Position, and Fixation Duration in Reading
Jun 1, 2026Shuwen Deng, Cui Ding, David R. Reich +2Eye Tracking Large Vision Language Models
TalkTag: Fine-Grained Morphosyntactic Error Annotation for Transcribed Speech
Jun 1, 2026Shamira Venturini, Oliver Hennhöfer, Steffen Kinkel +1Grammatical Error Correction Talk
SpeechEditBench: A Bilingual Multi-Attribute Benchmark for Instruction-Guided Speech Editing
Jun 1, 2026Hanlin Zhang, Daxin Tan, Dehua Tao +3Speech Large Language Models Multilingual Benchmark
Multilinguality of Large Language Models From a Structural Perspective
Jun 1, 2026Haruki Sakajo, Yusuke Sakai, Hidetaka Kamigaito +1Multilingual Large Language Models Multilingual
When Meaning Travels: A Granular Lens on Hybrid-MoE's Role in Idiomatic Understanding for Language Models
Jun 1, 2026Sarmistha Das, Vaibhav Vishal, Shreyas Guha +3Multilingual Idioms Cross-Lingual Consistency
Cross-lingual Self-Consistency for Multilingual Reasoning with Language Models
May 31, 2026Ahmed Elhady, Eneko Agirre, Mikel ArtetxeMultilingual Reasoning Cross-Lingual Consistency
ChartArena: Benchmarking Chart Parsing across Languages, Scenarios, and Formats
May 31, 2026Shangpin Peng, Gengluo Li, Xingyu Wan +10Chart Diagrams
TukaBench: A Culturally Grounded Jailbreak Benchmark for African Languages
May 31, 2026Victor Akinode, Senyu Li, Wassim Hamidouche +3Large Language Model Safety African Languages
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May 31, 2026Ikhlasul Akmal Hanif, Muhammad Falensi Azmi, Filbert Aurelian Tjiaranata +2Large Language Model Bias Low-Resource Languages
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May 31, 2026Sangwon Ryu, Yihong Liu, Mingyang Wang +4Cross-Lingual Transfer Summarization
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May 31, 2026Bastian Bunzeck, Sina ZarrießTraining Language Models English
PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects
May 31, 2026Sicheng Yang, Shulan Ruan, Shiwei Wu +4Speech Large Language Models Dialects
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May 30, 2026Shefayat E Shams Adib, Ahmed Alfey Sani, Md Hasibur Rahman Alif +1Qwen3 Speech Evaluation
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May 29, 2026Abdelaziz M. A. Ibrahim, Zihao Li, Jörg Tiedemann +1Multilingual Benchmark Multilingual Large Language Models
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May 29, 2026Gerrit Quaremba, Amy Rechkemmer, Elizabeth Black +2Low-Resource Languages Wikipedia
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What Makes LVLMs Hallucinate Less? Unveiling the Architectural Factors Behind Hallucination Robustness
May 29, 2026Yusheng He, Jizhe Zhou, Xia Du +3Large Language Model Hallucination Large Vision Language Models
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May 29, 2026Purvam Jain, Preethi Jyothi, Vihari Piratla +1Multilingual Benchmark Cross-Lingual Consistency
Neuron-Level Interventions for Gendered and Gender-Neutral Generation in Language Models
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Speculative Decoding Across Languages
May 28, 2026Nirajan Paudel, Michael Ginn, Luc De Nardi +1Speculative Decoding Multilingual
Generalistic or Specific Embeddings, Which is Better? An Empirical Study on Search for Clinical Coding in Non-English Languages
May 28, 2026David Rey-Blanco, Roberto CruzGlobal Embeddings Reranking
Cross-Lingual Steering for Figurative Language Generation
May 28, 2026Linfeng Liu, Tiffany Zhan, Louie Hong Yao +2Figurative Language Multilingual Large Language Models
CommunityFact: A Dynamic, Multilingual, Multi-domain Benchmark for Misinformation Detection in the Wild
May 28, 2026Sahajpreet Singh, Insyirah Mujtahid, Min-Yen Kan +1Misinformation Detection Multilingual
BullingerDB: A Dataset for Handwritten Text Recognition and Writer Retrieval
May 28, 2026Marco Peer, Anna-Scius Bertrand, Patricia Scheurer +1Handwritten Text Recognition Multilingual Benchmark
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May 28, 2026Canran Wang, Yuwen Yang, Zhen Wang +5Classrooms Ai-Assisted Writing
CorPipe at CRAC 2026: Empty Nodes and Cross-Lingual Transfer in Multilingual Coreference Resolution
May 28, 2026Milan StrakaCoreference Resolution Cross-Lingual Transfer
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May 28, 2026Songbo Hu, Yinhong Liu, Ej Zhou +5Conversational Datasets Multilingual Data

Jun 4, 2026 · cs.CLJ/K move · Enter open · S save

Multilingual Detection of Alzheimer's Disease from Speech: A Cross-Linguistic Transfer Learning Approach

Nadine Yasser Abdelhalim, Emmanuel Akinrintoyo, Nicole Salomons

Department of Computing, Imperial College London, United Kingdom

The development of multilingual Alzheimer's Disease Dementia (AD) detection models presents significant challenges due to the resource-intensive and time-consuming nature of language-specific model training. We propose a novel solution using cross-language training to detect AD in languages beyond those used for model training. This study investigates multilingual deep learning models for detecting AD across different languages and cognitive impairment levels. Using datasets in English, Chinese, Arabic, and Hindi, we developed transformer-based models for binary AD classification. Our approach achieved F1 scores of 82% across all languages, demonstrating strong cross-linguistic generalization. The rapid inference time (0.5 seconds) supports potential real-time screening applications, while consistent performance across languages indicates feasibility for global deployment.

Multilingual Language Models Cross-Lingual Transfer Alzheimer Real-Time Inference

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