Natural Language Processing

Efficient and Versatile Model for Multilingual Information Retrieval of Islamic Text: Development and Deployment in Real-World Scenarios EMNLP 2025 Efficient Annotator Reliability Assessment and Sample Weighting for Knowledge-Based Misinformation Detection on Social Media NAACL 2025 Efficient ASR for Low-Resource Languages: Leveraging Cross-Lingual Unlabeled Data IJCNLP 2025 Efficient Beam Search for Large Language Models Using Trie-Based Decoding EMNLP 2025 Efficient Context-Limited Telescope Bibliography Classification for the WASP-2025 Shared Task Using SciBERT AACL 2025 Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive‐k EMNLP 2025 Efficient Continual Pre-training of LLMs for Low-resource Languages NAACL 2025 Efficient Data Labeling by Hierarchical Crowdsourcing with Large Language Models COLING 2025 Efficient Decoding Methods for Language Models on Encrypted Data IJCNLP 2025 Efficient Document-level Event Relation Extraction NAACL 2025 Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation EMNLP 2025 Efficient Knowledge Editing via Minimal Precomputation ACL 2025 Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling ICML 2025 EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models CVPR 2025 Efficient Long Context Language Model Retrieval with Compression ACL 2025 Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts ICLR 2025 Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs ICLR 2025 Efficient Motion-Aware Video MLLM CVPR 2025 Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering NAACL 2025 Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025 Efficient On-Device Text Simplification for Firefox with Synthetic Data Fine-Tuning EMNLP 2025 Efficient OpAmp Adaptation for Zoom Attention to Golden Contexts ACL 2025 Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing ACL 2025 Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025 Efficient Prompt Optimisation for Legal Text Classification with Proxy Prompt Evaluator EMNLP 2025