Multilingual NLP

SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning ACL 2025 SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning ACL 2025 Sinhala Encoder-only Language Models and Evaluation ACL 2025 SinhalaMMLU: A Comprehensive Benchmark for Evaluating Multitask Language Understanding in Sinhala EMNLP 2025 SkipCLM: Enhancing Crosslingual Alignment of Decoder Transformer Models via Contrastive Learning and Skip Connection NAACL 2025 skLEP: A Slovak General Language Understanding Benchmark ACL 2025 SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment COLING 2025 Small Models, Big Impact: Efficient Corpus and Graph-Based Adaptation of Small Multilingual Language Models for Low-Resource Languages ACL 2025 SMART: Scalable Multilingual Approach for a Robust TOD System EMNLP 2025 SMOL: Professionally Translated Parallel Data for 115 Under-represented Languages EMNLP 2025 Smotrom tvoja på ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study ACL 2025 Social Bias in Multilingual Language Models: A Survey EMNLP 2025 Soft Language Prompts for Language Transfer NAACL 2025 SOMAJGYAAN: A Dataset for Evaluating LLMs on Bangla Culture, Social Knowledge, and Low-Resource Language Adaptation IJCNLP 2025 SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models EMNLP 2025 Spanish Dialect Classification: A Comparative Study of Linguistically Tailored Features, Unigrams and BERT Embeddings ACL 2025 Spatial relation marking across languages: extraction, evaluation, analysis CoNLL 2025 Speech-to-Speech Machine Translation for Dialectal Variations of Hindi AACL 2025 sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025 Splintering Nonconcatenative Languages for Better Tokenization ACL 2025 SSA-COMET: Do LLMs Outperform Learned Metrics in Evaluating MT for Under-Resourced African Languages? EMNLP 2025 SSNTrio@DravidianLangTech 2025: Sentiment Analysis in Dravidian Languages using Multilingual BERT NAACL 2025 Statement-Tuning Enables Efficient Cross-lingual Generalization in Encoder-only Models ACL 2025 Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models ACL 2025 Still Not There: Can LLMs Outperform Smaller Task-Specific Seq2Seq Models on the Poetry-to-Prose Conversion Task? IJCNLP 2025