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Multilingual NLP

4508 directly classified papers

Papers per year

Papers

HarfoSokhan: A Comprehensive Parallel Dataset for Transitions between Persian Colloquial and Formal Variations EACL 2026
Do Diacritics Matter? Evaluating the Impact of Arabic Diacritics on Tokenization and LLM Benchmarks EACL 2026
VN-MTEB: Vietnamese Massive Text Embedding Benchmark EACL 2026
Which Works Best for Vietnamese? A Practical Study of Information Retrieval Methods across Domains EACL 2026
Towards Inclusive AI: Advancing Multilingual Large Language Models AAAI 2026
MIDB: Multilingual Instruction Data Booster for Enhancing Cultural Equality in Multilingual Instruction Synthesis AAAI 2026
Tracking the evolution of LLM capabilities for Belarusian with OpenAI Evals EACL 2026
LangGPS: Language Separability Guided Data Pre-Selection for Joint Multilingual Instruction Tuning AAAI 2026
How Does Alignment Enhance LLMs’ Multilingual Capabilities? A Language Neurons Perspective AAAI 2026
TASE: Token Awareness and Structured Evaluation for Multilingual Language Models AAAI 2026
Bridging the Language Gap: Uncovering and Aligning Shared Circuits for Multi-Hop Reasoning in Multilingual LLMs AAAI 2026
Reasoning Transfer for an Extremely Low-Resource and Endangered Language: Bridging Languages Through Sample-Efficient Language Understanding AAAI 2026
AdaMCoT: Rethinking Cross-Lingual Factual Reasoning Through Adaptive Multilingual Chain-of-Thought AAAI 2026
Language Drift in Multilingual Retrieval-Augmented Generation: Characterization and Decoding-Time Mitigation AAAI 2026
Positional Cognitive Specialization: Where Do LLMs Learn to Comprehend and Speak Your Language? AAAI 2026
Language Family Matters: Evaluating SpeechLLMs Across Linguistic Boundaries EACL 2026
The Visual Prism: Refracting Images into Parallel Multilingual Descriptions with Structured Visual Guidance AAAI 2026
HanjaBridge: Resolving Semantic Ambiguity in Korean LLMs via Hanja-Augmented Pre-Training AAAI 2026
SampurNER: Fine-Grained Named Entity Recognition Dataset for 22 Indian Languages AAAI 2026
ViDia2Std: A Parallel Corpus and Methods for Low-Resource Vietnamese Dialect-to-Standard Translation AAAI 2026
AdaSpec: Adaptive Multilingual Speculative Decoding with Self-Synthesized Language-Aware Training and Vocabulary Simplification AAAI 2026
CCFQA: A Benchmark for Cross-Lingual and Cross-Modal Speech and Text Factuality Evaluation AAAI 2026
Scaling Laws for Conditional Emergence of Multilingual Image Captioning via Generalization from Translation AAAI 2026
M-MiniGPT4: Multilingual VLLM Alignment via Translated Data EACL 2026
InstructLR: A Scalable Approach to Create Instruction Dataset for Under-Resourced Languages EACL 2026