Large Language Models

silp_nlp at SemEval-2025 Task 2: An Effect of Entity Awareness in Machine Translation Using LLM SemEval 2025 SimAgents: Bridging Literature and the Universe Via A Multi-Agent Large Language Model System IJCNLP 2025 SimAI: Unifying Architecture Design and Performance Tuning for Large-Scale Large Language Model Training with Scalability and Precision NSDI 2025 SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment CVPR 2025 SimpleDoc: Multi‐Modal Document Understanding with Dual‐Cue Page Retrieval and Iterative Refinement EMNLP 2025 SIMPLEMIX: Frustratingly Simple Mixing of Off- and On-policy Data in Language Model Preference Learning ICML 2025 Simple Test Time Scaling for Machine Translation: Kaze-MT at the WMT25 General Translation Task EMNLP 2025 Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification EMNLP 2025 Simple Yet Effective: Extracting Private Data Across Clients in Federated Fine-Tuning of Large Language Models IJCNLP 2025 Simplified Rewriting Improves Expert Summarization IJCNLP 2025 SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains NAACL 2025 Simulating Training Data Leakage in Multiple-Choice Benchmarks for LLM Evaluation AACL 2025 SimulBench: Evaluating Language Models with Creative Simulation Tasks NAACL 2025 SimulS2S-LLM: Unlocking Simultaneous Inference of Speech LLMs for Speech-to-Speech Translation ACL 2025 Single layer tiny Co4 outpaces GPT-2 and GPT-BERT EMNLP 2025 Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization EMNLP 2025 Sinhala Encoder-only Language Models and Evaluation ACL 2025 SinhalaMMLU: A Comprehensive Benchmark for Evaluating Multitask Language Understanding in Sinhala EMNLP 2025 SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs EMNLP 2025 Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching EMNLP 2025 SkillAggregation: Reference-free LLM-Dependent Aggregation ACL 2025 SkillVerse : Assessing and Enhancing LLMs with Tree Evaluation ACL 2025 Skip-Salsa: Skip Synchronous Fusion of ASR LLM Decoders Interspeech 2025 Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster EMNLP 2025 skLEP: A Slovak General Language Understanding Benchmark ACL 2025