Model Merging

Train It and Forget It: Merge Lists are Unnecessary for BPE Inference in Language Models EMNLP 2025 Transferring Textual Preferences to Vision-Language Understanding through Model Merging ACL 2025 UniCBE: An Uniformity-driven Comparing Based Evaluation Framework with Unified Multi-Objective Optimization ICLR 2025 UnifiedGEC: Integrating Grammatical Error Correction Approaches for Multi-languages with a Unified Framework COLING 2025 Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging ACL 2025 Upcycling Instruction Tuning from Dense to Mixture-of-Experts via Parameter Merging ACL 2025 UQ-Merge: Uncertainty Guided Multimodal Large Language Model Merging ACL 2025 UTF: Under-trained Tokens as Fingerprints —— a Novel Approach to LLM Identification ACL 2025 VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models ICLR 2025 Weighted-Reward Preference Optimization for Implicit Model Fusion ICLR 2025 What Kind of Visual Tokens Do We Need? Training-Free Visual Token Pruning for Multi-Modal Large Language Models from the Perspective of Graph AAAI 2025 X-Fusion: Introducing New Modality to Frozen Large Language Models ICCV 2025 ZJUKLAB at SemEval-2025 Task 4: Unlearning via Model Merging. SemEval 2025 $C^2M^3$: Cycle-Consistent Multi-Model Merging NeurIPS 2024 Model-GLUE: Democratized LLM Scaling for A Large Model Zoo in the Wild NeurIPS 2024 3-in-1: 2D Rotary Adaptation for Efficient Finetuning, Efficient Batching and Composability NeurIPS 2024 Accuracy is Not All You Need NeurIPS 2024 AdaKron: An Adapter-based Parameter Efficient Model Tuning with Kronecker Product COLING 2024 AdaMerging: Adaptive Model Merging for Multi-Task Learning ICLR 2024 AFLoRA: Adaptive Freezing of Low Rank Adaptation in Parameter Efficient Fine-Tuning of Large Models ACL 2024 Amalgamating Multi-Task Models with Heterogeneous Architectures AAAI 2024 AMR-Evol: Adaptive Modular Response Evolution Elicits Better Knowledge Distillation for Large Language Models in Code Generation EMNLP 2024 An Attribute Interpolation Method in Speech Synthesis by Model Merging Interspeech 2024 A Practitioner's Guide to Real-World Continual Multimodal Pretraining NeurIPS 2024 Arcee’s MergeKit: A Toolkit for Merging Large Language Models EMNLP 2024