Large Language Models

TounsiBench: Benchmarking Large Language Models for Tunisian Arabic EMNLP 2025 Toward Culturally-Aware Arabic Debate Platforms with NLP Support EMNLP 2025 Toward Efficient Sparse Autoencoder-Guided Steering for Improved In-Context Learning in Large Language Models EMNLP 2025 Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts EMNLP 2025 Towards a Multimodal Large Language Model with Pixel-Level Insight for Biomedicine AAAI 2025 Towards a Perspectivist Understanding of Irony through Rhetorical Figures EMNLP 2025 Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective ICLR 2025 Towards Better Understanding of Program-of-Thought Reasoning in Cross-Lingual and Multilingual Environments ACL 2025 Towards Comprehensive Evaluation of Open-Source Language Models: A Multi-Dimensional, User-Driven Approach ACL 2025 Towards Cross-Modality Modeling for Time Series Analytics: A Survey in the LLM Era IJCAI 2025 Towards Effective and Efficient Continual Pre-training of Large Language Models ACL 2025 Towards Evaluation of Language Models with Skill Dimensions: A Case Study on Narrative Question Answering EMNLP 2025 Towards Faithful Natural Language Explanations: A Study Using Activation Patching in Large Language Models EMNLP 2025 Towards Federated RLHF with Aggregated Client Preference for LLMs ICLR 2025 Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception ACL 2025 Towards Geo-Culturally Grounded LLM Generations ACL 2025 Towards Global-level Mechanistic Interpretability: A Perspective of Modular Circuits of Large Language Models ICML 2025 Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025 Towards High-Quality LLM-Based Data for French Spontaneous Speech Simplification: an Exo-Refinement Approach Interspeech 2025 Towards Inclusive Arabic LLMs: A Culturally Aligned Benchmark in Arabic Large Language Model Evaluation COLING 2025 Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective NAACL 2025 Towards LLM-powered Attentive Listener: A Pragmatic Approach through Quantity Self-Repair ACL 2025 Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation EMNLP 2025 Towards Multi-Level Transcript Segmentation: LoRA Fine-Tuning for Table-of-Contents Generation Interspeech 2025 Towards Objective Fine-tuning: How LLMs’ Prior Knowledge Causes Potential Poor Calibration? ACL 2025