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conftrace_

task-specific model

11 papers

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Co-occurring keywords · papers mentioning both

knowledge distillation (5) model merging (4) language model (3) transfer learning (3) model compression (3) large language model (2) multi-task model (2) few-shot learning (2) multi-task learning (2) multi-task interference (1)

Papers

Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference AAAI 2025 No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces ICML 2025 To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025 Academics Can Contribute to Domain-Specialized Language Models EMNLP 2024 Fisher Mask Nodes for Language Model Merging COLING 2024 Knowledge Transfer from Vision Foundation Models for Efficient Training of Small Task-specific Models ICML 2024 NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data EMNLP 2024 On Giant's Shoulders: Effortless Weak to Strong by Dynamic Logits Fusion NeurIPS 2024 Speedy Gonzales: A Collection of Fast Task-Specific Models for Spanish NAACL 2024 Twin-Merging: Dynamic Integration of Modular Expertise in Model Merging NeurIPS 2024 Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022