Imagen de Portada

VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Lu, Keer, Zhao, Keshi, Zhang, Zhuoran, Liang, Zheng, Pan, Da, Zhang, Shusen, Wu, Xin, Dong, Guosheng, Cui, Bin, Wang, Tengjiao, Zhang, Wentao
Formato:	Preprint
Publicado:	2024
Materias:	Computation and Language
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

DataSculpt: Crafting Data Landscapes for Long-Context LLMs through Multi-Objective Partitioning
por: Lu, Keer, et al.
Publicado: (2024)

Med-R$^2$: Crafting Trustworthy LLM Physicians via Retrieval and Reasoning of Evidence-Based Medicine
por: Lu, Keer, et al.
Publicado: (2025)

Med-R$^3$: Enhancing Medical Retrieval-Augmented Reasoning of LLMs via Progressive Reinforcement Learning
por: Lu, Keer, et al.
Publicado: (2025)

Data Proportion Detection for Optimized Data Management for Large Language Models
por: Liang, Hao, et al.
Publicado: (2024)

Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning
por: Chen, Mingyang, et al.
Publicado: (2024)

PilotRL: Training Language Model Agents via Global Planning-Guided Progressive Reinforcement Learning
por: Lu, Keer, et al.
Publicado: (2025)

FB-Bench: A Fine-Grained Multi-Task Benchmark for Evaluating LLMs' Responsiveness to Human Feedback
por: Li, Youquan, et al.
Publicado: (2024)

Diet‐Induced Developmental and Morphological Plasticity in a Thelytokous Predatory Mite Amblyseius herbicolus (Chant) (Acari: Phytoseiidae)
por: Keshi Zhang, et al.
Publicado: (2025)

Hybrid Attribution Priors for Explainable and Robust Model Training
por: Zhang, Zhuoran, et al.
Publicado: (2025)

PLATE 11 in Ontogenetic stages of Czenspinskia transversostriata (Oudemans) (Acari: Winterschmidtiidae)
por: Zhang, Keshi, et al.
Publicado: (2025)

Czenspinskia transversostriata
por: Zhang, Keshi, et al.
Publicado: (2025)

PLATE 10 in Ontogenetic stages of Czenspinskia transversostriata (Oudemans) (Acari: Winterschmidtiidae)
por: Zhang, Keshi, et al.
Publicado: (2025)

PLATE 8 in Ontogenetic stages of Czenspinskia transversostriata (Oudemans) (Acari: Winterschmidtiidae)
por: Zhang, Keshi, et al.
Publicado: (2025)

TSFormer: A Robust Framework for Efficient UHD Image Restoration
por: Su, Xin, et al.
Publicado: (2024)

Phototactic behavior and oviposition of seven species of Phytoseiidae (Acari: Mesostigmata)
por: Zhenguo Liu, et al.
Publicado: (2024)

SynthVLM: Towards High-Quality and Efficient Synthesis of Image-Caption Datasets for Vision-Language Models
por: Liu, Zheng, et al.
Publicado: (2024)

Can A Cognitive Architecture Fundamentally Enhance LLMs? Or Vice Versa?
por: Sun, Ron
Publicado: (2024)

InteractPro: A Unified Framework for Motion-Aware Image Composition
por: Tao, Weijing, et al.
Publicado: (2024)

Experimental status of $|V_{cd}|$ and $|V_{cs}|$
por: Wang, Tengjiao
Publicado: (2024)

IterSelectTune: An Iterative Training Framework for Efficient Instruction-Tuning Data Selection
por: Song, Jielin, et al.
Publicado: (2024)

BaichuanSEED: Sharing the Potential of ExtensivE Data Collection and Deduplication by Introducing a Competitive Large Language Model Baseline
por: Dong, Guosheng, et al.
Publicado: (2024)

Efficient-Empathy: Towards Efficient and Effective Selection of Empathy Data
por: Sun, Linzhuang, et al.
Publicado: (2024)

Text2SQL-Flow: A Robust SQL-Aware Data Augmentation Framework for Text-to-SQL
por: Cai, Qifeng, et al.
Publicado: (2025)

Semantic Hierarchical Prompt Tuning for Parameter-Efficient Fine-Tuning
por: Zhu, Haowei, et al.
Publicado: (2024)

Evolving LLMs' Self-Refinement Capability via Synergistic Training-Inference Optimization
por: Zeng, Yongcheng, et al.
Publicado: (2025)

Position-Aware Parameter Efficient Fine-Tuning Approach for Reducing Positional Bias in LLMs
por: Zhang, Zheng, et al.
Publicado: (2024)

pQuant: Towards Effective Low-Bit Language Models via Decoupled Linear Quantization-Aware Training
por: Zhang, Wenzheng, et al.
Publicado: (2026)

Review Learning: Advancing All-in-One Ultra-High-Definition Image Restoration Training Method
por: Su, Xin, et al.
Publicado: (2024)

Efficient Heat Dissipation Performance of Multifunctional Wearable Pressure Sensors Based on Metal–Organic Framework Composites
por: Bin Zhang, et al.
Publicado: (2025)

Efficient Adversarial Training via Criticality-Aware Fine-Tuning
por: Li, Wenyun, et al.
Publicado: (2026)

VersaGen: Unleashing Versatile Visual Control for Text-to-Image Synthesis
por: Chen, Zhipeng, et al.
Publicado: (2024)

Time‐varying output group formation‐containment tracking control for heterogeneous multi‐agent system
por: Nani Han, et al.
Publicado: (2024)

FD-Vision Mamba for Endoscopic Exposure Correction
por: Zheng, Zhuoran, et al.
Publicado: (2024)

Baichuan-M2: Scaling Medical Capability with Large Verifier System
por: M2 Team, et al.
Publicado: (2025)

Class Is Invariant to Context and Vice Versa: On Learning Invariance for Out-Of-Distribution Generalization
por: Qi, Jiaxin, et al.
Publicado: (2022)

PAS: Data-Efficient Plug-and-Play Prompt Augmentation System
por: Zheng, Miao, et al.
Publicado: (2024)

Tree Training: Accelerating Agentic LLMs Training via Shared Prefix Reuse
por: Wang, Jinghui, et al.
Publicado: (2025)

Training-free Heterogeneous Graph Condensation via Data Selection
por: Liang, Yuxuan, et al.
Publicado: (2024)

VersaT2I: Improving Text-to-Image Models with Versatile Reward
por: Guo, Jianshu, et al.
Publicado: (2024)

Origin Tracer: A Method for Detecting LoRA Fine-Tuning Origins in LLMs
por: Liang, Hongyu, et al.
Publicado: (2025)