Natural Language Processing

Beyond Generalization :Evaluating Multilingual LLMs for Yorùbá Animal Health Translation ACL 2025 Beyond Generation: Leveraging LLM Creativity to Overcome Label Bias in Classification ACL 2025 Beyond Graphs: Can Large Language Models Comprehend Hypergraphs? ICLR 2025 Beyond Guardrails: Advanced Safety for Large Language Models — Monolingual, Multilingual and Multimodal Frontiers IJCNLP 2025 Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning EMNLP 2025 Beyond Hate Speech: NLP’s Challenges and Opportunities in Uncovering Dehumanizing Language EMNLP 2025 Beyond Human Labels: A Multi-Linguistic Auto-Generated Benchmark for Evaluating Large Language Models on Resume Parsing EMNLP 2025 Beyond IID: Optimizing Instruction Finetuning from the Perspective of Instruction Interaction and Dependency AAAI 2025 Beyond In-Context Learning: Aligning Long-form Generation of Large Language Models via Task-Inherent Attribute Guidelines ACL 2025 Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence ICML 2025 Beyond Linear Steering: Unified Multi-Attribute Control for Language Models EMNLP 2025 Beyond Literal Token Overlap: Token Alignability for Multilinguality NAACL 2025 Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs NAACL 2025 Beyond Memorization: Assessing Semantic Generalization in Large Language Models Using Phrasal Constructions IJCNLP 2025 Beyond Metrics: Evaluating LLMs Effectiveness in Culturally Nuanced, Low-Resource Real-World Scenarios ACL 2025 Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification ICLR 2025 Beyond Monolingual Limits: Fine-Tuning Monolingual ASR for Yoruba-English Code-Switching NAACL 2025 Beyond Next Token Prediction: Patch-Level Training for Large Language Models ICLR 2025 Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025 Beyond Online Sampling: Bridging Offline-to-Online Alignment via Dynamic Data Transformation for LLMs EMNLP 2025 Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models EMNLP 2025 Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025 Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses EMNLP 2025 Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs ACL 2025 Beyond Prompt Engineering: A Reinforced Token-Level Input Refinement for Large Language Models AAAI 2025