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Model Merging

552 directly classified papers

Papers per year

Papers

Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging EMNLP 2025
TBA at BEA 2025 Shared Task: Transfer-Learning from DARE-TIES Merged Models for the Pedagogical Ability Assessment of LLM-Powered Math Tutors ACL 2025
Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation EMNLP 2025
Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge EMNLP 2025
Self-Ensemble: Mitigating Confidence Distortion for Large Language Models EMNLP 2025
Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models ACL 2025
Efficient Compositional Multi-tasking for On-device Large Language Models EMNLP 2025
LaMDAgent: An Autonomous Framework for Post-Training Pipeline Optimization via LLM Agents EMNLP 2025
DIVE into MoE: Diversity-Enhanced Reconstruction of Large Language Models from Dense into Mixture-of-Experts ACL 2025
LoRACLR: Contrastive Adaptation for Customization of Diffusion Models CVPR 2025
Extracting and Combining Abilities For Building Multi-lingual Ability-enhanced Large Language Models EMNLP 2025
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint ACL 2025
RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging EMNLP 2025
Representation Bending for Large Language Model Safety ACL 2025
MergeNet: Knowledge Migration Across Heterogeneous Models, Tasks, and Modalities AAAI 2025
Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging ACL 2025
To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025
StitchLLM: Serving LLMs, One Block at a Time ACL 2025
Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025
Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling ACL 2025
A Pipeline to Assess Merging Methods via Behavior and Internals EMNLP 2025
Neural Parameter Search for Slimmer Fine-Tuned Models and Better Transfer ACL 2025
Personality Vector: Modulating Personality of Large Language Models by Model Merging EMNLP 2025
TagRouter: Learning Route to LLMs through Tags for Open-Domain Text Generation Tasks ACL 2025
MergeME: Model Merging Techniques for Homogeneous and Heterogeneous MoEs NAACL 2025