Natural Language Processing

Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering ACL 2025 Beyond Reconstruction: Generating Privacy-Preserving Clinical Letters NAACL 2025 Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining EMNLP 2025 Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation EMNLP 2025 Beyond Self-Reports: Multi-Observer Agents for Personality Assessment in Large Language Models EMNLP 2025 Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity ACL 2025 Beyond Sequences: Two-dimensional Representation and Dependency Encoding for Code Generation ACL 2025 Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge CVPR 2025 Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection ACL 2025 Beyond Similarity Scoring: Detecting Entailment and Contradiction in Multilingual and Multimodal Contexts Interspeech 2025 Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution ICLR 2025 Beyond Single Emotion: Multi-label Approach to Conversational Emotion Recognition AAAI 2025 Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models EMNLP 2025 Beyond Statistical Analysis: Multimodal Framework for Time Series Forecasting with LLM-Driven Temporal Pattern IJCAI 2025 Beyond statistical significance: Quantifying uncertainty and statistical variability in multilingual and multitask NLP evaluation IJCNLP 2025 Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction EMNLP 2025 Beyond Surface Simplicity: Revealing Hidden Reasoning Attributes for Precise Commonsense Diagnosis ACL 2025 Beyond Task-Oriented and Chitchat Dialogues: Proactive and Transition-Aware Conversational Agents EMNLP 2025 Beyond_Tech@DravidianLangTech 2025: Political Multiclass Sentiment Analysis using Machine Learning and Neural Network NAACL 2025 Beyond Text Compression: Evaluating Tokenizers Across Scales ACL 2025 Beyond Text: Fine-Grained Multi-Modal Fact Verification with Hypergraph Transformers AAAI 2025 Beyond Text-to-SQL for IoT Defense: A Comprehensive Framework for Querying and Classifying IoT Threats NAACL 2025 Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025 Beyond the Binary: Analysing Transphobic Hate and Harassment Online ACL 2025 Beyond the Data: The Impact of Annotation Inconsistencies in UD Treebanks on Typological Universals and Complexity Assessment ACL 2025