Large Language Models

Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond EMNLP 2025 Benchmarking Hindi LLMs: A New Suite of Datasets and a Comparative Analysis AACL 2025 Benchmarking Large Language Models on Answering and Explaining Challenging Medical Questions NAACL 2025 Benchmarking Large Language Models Under Data Contamination: A Survey from Static to Dynamic Evaluation EMNLP 2025 Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories ACL 2025 Benchmarking LLMs on Semantic Overlap Summarization EMNLP 2025 Benchmarking Long-Context Language Models on Long Code Understanding ACL 2025 Benchmarking Multi-National Value Alignment for Large Language Models ACL 2025 Benchmarking Query-Conditioned Natural Language Inference ACL 2025 Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry EMNLP 2025 Benchmarking the Performance of Pre-trained LLMs across Urdu NLP Tasks COLING 2025 Benchmarking Whisper for Low-Resource Speech Recognition: An N-Shot Evaluation on Pashto, Punjabi, and Urdu COLING 2025 Benchmark Self-Evolving: A Multi-Agent Framework for Dynamic LLM Evaluation COLING 2025 BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models EMNLP 2025 Beneath the Surface of Consistency: Exploring Cross-lingual Knowledge Representation Sharing in LLMs NAACL 2025 BenNumEval: A Benchmark to Assess LLMs’ Numerical Reasoning Capabilities in Bengali ACL 2025 Better autoregressive regression with LLMs via regression-aware fine-tuning ICLR 2025 Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models AACL 2025 Beware of Your Po! Measuring and Mitigating AI Safety Risks in Role-Play Fine-Tuning of LLMs ACL 2025 Beyond Benchmarks: Building a Richer Cross-Document Event Coreference Dataset with Decontextualization NAACL 2025 Beyond Binary Preferences: Semi-Online Label-Free GRACE-KTO with Group-Wise Adaptive Calibration for High-Quality Long-Text Generation EMNLP 2025 Beyond Data Quantity: Key Factors Driving Performance in Multilingual Language Models COLING 2025 Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation ACL 2025 Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025 Beyond Dialogue: A Profile-Dialogue Alignment Framework Towards General Role-Playing Language Model ACL 2025