Large Language Models

Sparse-to-Dense: A Free Lunch for Lossless Acceleration of Video Understanding in LLMs ACL 2025 Sparsing Law: Towards Large Language Models with Greater Activation Sparsity ICML 2025 Spatial Representation of Large Language Models in 2D Scene ACL 2025 SpatialWebAgent: Leveraging Large Language Models for Automated Spatial Information Extraction and Map Grounding ACL 2025 SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models CVPR 2025 Specification-Aware Machine Translation and Evaluation for Purpose Alignment EMNLP 2025 SPECTRA: Faster Large Language Model Inference with Optimized Internal and External Speculation ACL 2025 Spectral Scaling Laws in Language Models: emphHow Effectively Do Feed-Forward Networks Use Their Latent Space? EMNLP 2025 SPeCtrum: A Grounded Framework for Multidimensional Identity Representation in LLM-Based Agent NAACL 2025 SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction ACL 2025 SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling EMNLP 2025 Speech Recognition Meets Large Language Model: Benchmarking, Models, and Exploration AAAI 2025 Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications ACL 2025 sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting ACL 2025 Splitting with Importance-aware Updating for Heterogeneous Federated Learning with Large Language Models ICML 2025 Spontaneous Giving and Calculated Greed in Language Models EMNLP 2025 Sports and Women’s Sports: Gender Bias in Text Generation with Olympic Data NAACL 2025 Spotting Out-of-Character Behavior: Atomic-Level Evaluation of Persona Fidelity in Open-Ended Generation ACL 2025 Spread Preference Annotation: Direct Preference Judgment for Efficient LLM Alignment ICLR 2025 SPY: Enhancing Privacy with Synthetic PII Detection Dataset NAACL 2025 SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs ACL 2025 Square$χ$PO: Differentially Private and Robust $χ^2$-Preference Optimization in Offline Direct Alignment ICML 2025 SRCB at SemEval-2025 Task 9: LLM Finetuning Approach based on External Attention Mechanism in The Food Hazard Detection SemEval 2025 SR-LLM: Rethinking the Structured Representation in Large Language Model ACL 2025 SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025