Efficient Response Generation Strategy Selection for Fine-Tuning Large Language Models Through Self-Aligned Perplexity
Fuente:
arXiv
Saved in:
| Main Authors: | Ren, Xuan, Chen, Qi, Liu, Lingqiao |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses
by: Ren, Xuan, et al.
Published: (2024)
by: Ren, Xuan, et al.
Published: (2024)
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models
by: Gupta, Sonam, et al.
Published: (2025)
by: Gupta, Sonam, et al.
Published: (2025)
You Can Generate It Again: Data-to-Text Generation with Verification and Correction Prompting
by: Ren, Xuan, et al.
Published: (2023)
by: Ren, Xuan, et al.
Published: (2023)
ASTPrompter: Preference-Aligned Automated Language Model Red-Teaming to Generate Low-Perplexity Unsafe Prompts
by: Hardy, Amelia F., et al.
Published: (2024)
by: Hardy, Amelia F., et al.
Published: (2024)
OntoTune: Ontology-Driven Self-training for Aligning Large Language Models
by: Liu, Zhiqiang, et al.
Published: (2025)
by: Liu, Zhiqiang, et al.
Published: (2025)
Crafting Efficient Fine-Tuning Strategies for Large Language Models
by: Oliver, Michael, et al.
Published: (2024)
by: Oliver, Michael, et al.
Published: (2024)
Consensus-Aligned Neuron Efficient Fine-Tuning Large Language Models for Multi-Domain Machine Translation
by: Jiang, Shuting, et al.
Published: (2026)
by: Jiang, Shuting, et al.
Published: (2026)
Mitigating Forgetting in LLM Fine-Tuning via Low-Perplexity Token Learning
by: Wu, Chao-Chung, et al.
Published: (2025)
by: Wu, Chao-Chung, et al.
Published: (2025)
Enhancing Large Language Model Reasoning via Selective Critical Token Fine-Tuning
by: Ruan, Zhiwen, et al.
Published: (2025)
by: Ruan, Zhiwen, et al.
Published: (2025)
Structure-Learnable Adapter Fine-Tuning for Parameter-Efficient Large Language Models
by: Gong, Ming, et al.
Published: (2025)
by: Gong, Ming, et al.
Published: (2025)
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models
by: Cui, Yingqian, et al.
Published: (2025)
by: Cui, Yingqian, et al.
Published: (2025)
Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models
by: Kaddour, Jean, et al.
Published: (2023)
by: Kaddour, Jean, et al.
Published: (2023)
Selective Self-Rehearsal: A Fine-Tuning Approach to Improve Generalization in Large Language Models
by: Gupta, Sonam, et al.
Published: (2024)
by: Gupta, Sonam, et al.
Published: (2024)
Contrastive Perplexity for Controlled Generation: An Application in Detoxifying Large Language Models
by: Klein, Tassilo, et al.
Published: (2024)
by: Klein, Tassilo, et al.
Published: (2024)
Preference-Oriented Supervised Fine-Tuning: Favoring Target Model Over Aligned Large Language Models
by: Fan, Yuchen, et al.
Published: (2024)
by: Fan, Yuchen, et al.
Published: (2024)
Can Perplexity Reflect Large Language Model's Ability in Long Text Understanding?
by: Hu, Yutong, et al.
Published: (2024)
by: Hu, Yutong, et al.
Published: (2024)
MEFT: Memory-Efficient Fine-Tuning through Sparse Adapter
by: Hao, Jitai, et al.
Published: (2024)
by: Hao, Jitai, et al.
Published: (2024)
PLPP: Prompt Learning with Perplexity Is Self-Distillation for Vision-Language Models
by: Liu, Biao, et al.
Published: (2024)
by: Liu, Biao, et al.
Published: (2024)
Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning
by: Prottasha, Nusrat Jahan, et al.
Published: (2024)
by: Prottasha, Nusrat Jahan, et al.
Published: (2024)
Beyond Perplexity: A Lightweight Benchmark for Knowledge Retention in Supervised Fine-Tuning
by: Shabgahi, Soheil Zibakhsh, et al.
Published: (2026)
by: Shabgahi, Soheil Zibakhsh, et al.
Published: (2026)
Unveiling the Generalization Power of Fine-Tuned Large Language Models
by: Yang, Haoran, et al.
Published: (2024)
by: Yang, Haoran, et al.
Published: (2024)
Efficiently Seeking Flat Minima for Better Generalization in Fine-Tuning Large Language Models and Beyond
by: Deng, Jiaxin, et al.
Published: (2025)
by: Deng, Jiaxin, et al.
Published: (2025)
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models
by: Lyu, Yougang, et al.
Published: (2024)
by: Lyu, Yougang, et al.
Published: (2024)
Governance-Aware Hybrid Fine-Tuning for Multilingual Large Language Models
by: Qi, Haomin, et al.
Published: (2025)
by: Qi, Haomin, et al.
Published: (2025)
Attention-driven GUI Grounding: Leveraging Pretrained Multimodal Large Language Models without Fine-Tuning
by: Xu, Hai-Ming, et al.
Published: (2024)
by: Xu, Hai-Ming, et al.
Published: (2024)
Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models
by: Yu, Bin, et al.
Published: (2025)
by: Yu, Bin, et al.
Published: (2025)
Aligning Large Language Models with Human Opinions through Persona Selection and Value--Belief--Norm Reasoning
by: Long, Do Xuan, et al.
Published: (2023)
by: Long, Do Xuan, et al.
Published: (2023)
Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models
by: Liu, Ziche, et al.
Published: (2024)
by: Liu, Ziche, et al.
Published: (2024)
Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning
by: Yang, Zhaorui, et al.
Published: (2024)
by: Yang, Zhaorui, et al.
Published: (2024)
Reversing Large Language Models for Efficient Training and Fine-Tuning
by: Gal, Eshed, et al.
Published: (2025)
by: Gal, Eshed, et al.
Published: (2025)
Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models
by: Ranaldi, Leonardo, et al.
Published: (2024)
by: Ranaldi, Leonardo, et al.
Published: (2024)
Privacy-Preserving Parameter-Efficient Fine-Tuning for Large Language Model Services
by: Li, Yansong, et al.
Published: (2023)
by: Li, Yansong, et al.
Published: (2023)
Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models
by: Ankner, Zachary, et al.
Published: (2024)
by: Ankner, Zachary, et al.
Published: (2024)
Parameter-Efficient Fine-Tuning with Differential Privacy for Robust Instruction Adaptation in Large Language Models
by: Huang, Yulin, et al.
Published: (2025)
by: Huang, Yulin, et al.
Published: (2025)
Momentum Point-Perplexity Mechanics in Large Language Models
by: Tomaz, Lorenzo, et al.
Published: (2025)
by: Tomaz, Lorenzo, et al.
Published: (2025)
TLoRA+: A Low-Rank Parameter-Efficient Fine-Tuning Method for Large Language Models
by: Cao, Yarui, et al.
Published: (2026)
by: Cao, Yarui, et al.
Published: (2026)
HD-Eval: Aligning Large Language Model Evaluators Through Hierarchical Criteria Decomposition
by: Liu, Yuxuan, et al.
Published: (2024)
by: Liu, Yuxuan, et al.
Published: (2024)
Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace
by: Zhang, Jia-Chen, et al.
Published: (2025)
by: Zhang, Jia-Chen, et al.
Published: (2025)
TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language Models
by: Liu, Zefang, et al.
Published: (2024)
by: Liu, Zefang, et al.
Published: (2024)
Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data?
by: Qi, Xuan, et al.
Published: (2025)
by: Qi, Xuan, et al.
Published: (2025)
Similar Items
-
I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses
by: Ren, Xuan, et al.
Published: (2024) -
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models
by: Gupta, Sonam, et al.
Published: (2025) -
You Can Generate It Again: Data-to-Text Generation with Verification and Correction Prompting
by: Ren, Xuan, et al.
Published: (2023) -
ASTPrompter: Preference-Aligned Automated Language Model Red-Teaming to Generate Low-Perplexity Unsafe Prompts
by: Hardy, Amelia F., et al.
Published: (2024) -
OntoTune: Ontology-Driven Self-training for Aligning Large Language Models
by: Liu, Zhiqiang, et al.
Published: (2025)