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Model Merging

552 directly classified papers

Papers per year

Papers

Controllable Style Arithmetic with Language Models ACL 2025
Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense NAACL 2025
Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025
Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025
Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025
Sheaf Discovery with Joint Computation Graph Pruning and Flexible Granularity EMNLP 2025
Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs EMNLP 2025
GeoEdit: Geometric Knowledge Editing for Large Language Models EMNLP 2025
AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization CVPR 2025
Improve LLM-as-a-Judge Ability as a General Ability EMNLP 2025
To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025
RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging EMNLP 2025
Extracting and Combining Abilities For Building Multi-lingual Ability-enhanced Large Language Models EMNLP 2025
Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition EMNLP 2025
FuseChat: Knowledge Fusion of Chat Models EMNLP 2025
Personality Vector: Modulating Personality of Large Language Models by Model Merging EMNLP 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
A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment ACL 2025
Personalized Language Models via Privacy-Preserving Evolutionary Model Merging EMNLP 2025
Train It and Forget It: Merge Lists are Unnecessary for BPE Inference in Language Models EMNLP 2025
Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation EMNLP 2025
MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutors ACL 2025
Transferring Textual Preferences to Vision-Language Understanding through Model Merging ACL 2025
FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025