Natural Language Processing

ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs MLHC 2025 Contextual Metric Meta-Evaluation by Measuring Local Metric Accuracy NAACL 2025 Contextual Selection of Pseudo-terminology Constraints for Terminology-aware Neural Machine Translation in the IT Domain EMNLP 2025 Continual Learning in Large Language Models: Foundations to Frontiers IJCNLP 2025 Continual Learning of Large Language Models EMNLP 2025 Continual Learning Using Only Large Language Model Prompting COLING 2025 Continued Pretraining and Interpretability-Based Evaluation for Low-Resource Languages: A Galician Case Study ACL 2025 Continuously Steering LLMs Sensitivity to Contextual Knowledge with Proxy Models EMNLP 2025 ContractEval: Benchmarking LLMs for Clause-Level Legal Risk Identification in Commercial Contracts EMNLP 2025 Contradiction Retrieval via Contrastive Learning with Sparsity ICML 2025 Contrast-CAT: Contrasting Activations for Enhanced Interpretability in Transformer-based Text Classifiers UAI 2025 Contrastive Learning-based Syllable-Level Mispronunciation Detection and Diagnosis for Speech Audiometry Interspeech 2025 Contrastive Learning on LLM Back Generation Treebank for Cross-domain Constituency Parsing ACL 2025 Contrastive Learning with Simplicial Convolutional Networks for Short-Text Classification ICML 2025 Contrastive Perplexity for Controlled Generation: An Application in Detoxifying Large Language Models ACL 2025 Contrastive Prompting Enhances Sentence Embeddings in LLMs through Inference-Time Steering ACL 2025 ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation IJCNLP 2025 Controllable and Reliable Knowledge-Intensive Task-Oriented Conversational Agents with Declarative Genie Worksheets ACL 2025 Controllable Context Sensitivity and the Knob Behind It ICLR 2025 Controllable Safety Alignment: Inference-Time Adaptation to Diverse Safety Requirements ICLR 2025 Controllable Style Arithmetic with Language Models ACL 2025 Controlled Generation for Private Synthetic Text EMNLP 2025 Controlled LLM Decoding via Discrete Auto-regressive Biasing ICLR 2025 Controlled Retrieval-augmented Context Evaluation for Long-form RAG EMNLP 2025 Controlling Equational Reasoning in Large Language Models with Prompt Interventions AAAI 2025