Beyond Random Sampling: Efficient Language Model Pretraining via Curriculum Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Yang, Mohamed, Amr, Abdine, Hadi, Shang, Guokan, Vazirgiannis, Michalis |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLM as a Broken Telephone: Iterative Generation Distorts Information
by: Mohamed, Amr, et al.
Published: (2025)
by: Mohamed, Amr, et al.
Published: (2025)
Markovian Generation Chains in Large Language Models
by: Geng, Mingmeng, et al.
Published: (2026)
by: Geng, Mingmeng, et al.
Published: (2026)
Nile-Chat: Egyptian Language Models for Arabic and Latin Scripts
by: Shang, Guokan, et al.
Published: (2025)
by: Shang, Guokan, et al.
Published: (2025)
Fast-Decoding Diffusion Language Models via Progress-Aware Confidence Schedules
by: Mohamed, Amr, et al.
Published: (2025)
by: Mohamed, Amr, et al.
Published: (2025)
Shorter but not Worse: Frugal Reasoning via Easy Samples as Length Regularizers in Math RLVR
by: Bounhar, Abdelaziz, et al.
Published: (2025)
by: Bounhar, Abdelaziz, et al.
Published: (2025)
Leveraging Discourse Structure for Extractive Meeting Summarization
by: Rennard, Virgile, et al.
Published: (2024)
by: Rennard, Virgile, et al.
Published: (2024)
Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text
by: Mohamed, Amr, et al.
Published: (2025)
by: Mohamed, Amr, et al.
Published: (2025)
YaPO: Learnable Sparse Activation Steering Vectors for Domain Adaptation
by: Bounhar, Abdelaziz, et al.
Published: (2026)
by: Bounhar, Abdelaziz, et al.
Published: (2026)
The Curious Decline of Linguistic Diversity: Training Language Models on Synthetic Text
by: Guo, Yanzhu, et al.
Published: (2023)
by: Guo, Yanzhu, et al.
Published: (2023)
Graph Linearization Methods for Reasoning on Graphs with Large Language Models
by: Xypolopoulos, Christos, et al.
Published: (2024)
by: Xypolopoulos, Christos, et al.
Published: (2024)
Atlas-Chat: Adapting Large Language Models for Low-Resource Moroccan Arabic Dialect
by: Shang, Guokan, et al.
Published: (2024)
by: Shang, Guokan, et al.
Published: (2024)
Word Sense Induction with Hierarchical Clustering and Mutual Information Maximization
by: Abdine, Hadi, et al.
Published: (2022)
by: Abdine, Hadi, et al.
Published: (2022)
Prot2Text: Multimodal Protein's Function Generation with GNNs and Transformers
by: Abdine, Hadi, et al.
Published: (2023)
by: Abdine, Hadi, et al.
Published: (2023)
Bias in the Mirror: Are LLMs opinions robust to their own adversarial attacks ?
by: Rennard, Virgile, et al.
Published: (2024)
by: Rennard, Virgile, et al.
Published: (2024)
Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining
by: Roque, Matthew Theodore, et al.
Published: (2025)
by: Roque, Matthew Theodore, et al.
Published: (2025)
GreekMMLU: A Native-Sourced Multitask Benchmark for Evaluating Language Models in Greek
by: Zhang, Yang, et al.
Published: (2026)
by: Zhang, Yang, et al.
Published: (2026)
Explaining Predictions by Characteristic Rules
by: Alkhatib, Amr, et al.
Published: (2024)
by: Alkhatib, Amr, et al.
Published: (2024)
An Evaluation of Large Language Models on Text Summarization Tasks Using Prompt Engineering Techniques
by: Aly, Walid Mohamed, et al.
Published: (2025)
by: Aly, Walid Mohamed, et al.
Published: (2025)
Preference Curriculum: LLMs Should Always Be Pretrained on Their Preferred Data
by: Zhang, Xuemiao, et al.
Published: (2025)
by: Zhang, Xuemiao, et al.
Published: (2025)
In-context Pretraining: Language Modeling Beyond Document Boundaries
by: Shi, Weijia, et al.
Published: (2023)
by: Shi, Weijia, et al.
Published: (2023)
Curriculum Learning for LLM Pretraining: An Analysis of Learning Dynamics
by: Elgaar, Mohamed, et al.
Published: (2026)
by: Elgaar, Mohamed, et al.
Published: (2026)
Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review
by: Prakriya, Neha, et al.
Published: (2024)
by: Prakriya, Neha, et al.
Published: (2024)
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems
by: Chen, Yinzhu, et al.
Published: (2026)
by: Chen, Yinzhu, et al.
Published: (2026)
A Knowledge-Injected Curriculum Pretraining Framework for Question Answering
by: Lin, Xin, et al.
Published: (2024)
by: Lin, Xin, et al.
Published: (2024)
Text Generation Beyond Discrete Token Sampling
by: Zhuang, Yufan, et al.
Published: (2025)
by: Zhuang, Yufan, et al.
Published: (2025)
MASS: Mathematical Data Selection via Skill Graphs for Pretraining Large Language Models
by: Li, Jiazheng, et al.
Published: (2025)
by: Li, Jiazheng, et al.
Published: (2025)
Systematic Analysis for Pretrained Language Model Priming for Parameter-Efficient Fine-tuning
by: Huang, Shih-Cheng, et al.
Published: (2022)
by: Huang, Shih-Cheng, et al.
Published: (2022)
Beyond Memorization: The Challenge of Random Memory Access in Language Models
by: Zhu, Tongyao, et al.
Published: (2024)
by: Zhu, Tongyao, et al.
Published: (2024)
Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models
by: Liu, Zeyu, et al.
Published: (2025)
by: Liu, Zeyu, et al.
Published: (2025)
Multilingual Pretraining for Pixel Language Models
by: Kesen, Ilker, et al.
Published: (2025)
by: Kesen, Ilker, et al.
Published: (2025)
Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models
by: Liu, Ji, et al.
Published: (2024)
by: Liu, Ji, et al.
Published: (2024)
Beyond URLs: Metadata Diversity and Position for Efficient LLM Pretraining
by: Fan, Dongyang, et al.
Published: (2025)
by: Fan, Dongyang, et al.
Published: (2025)
Persian-Phi: Efficient Cross-Lingual Adaptation of Compact LLMs via Curriculum Learning
by: Akhlaghi, Amir Mohammad, et al.
Published: (2025)
by: Akhlaghi, Amir Mohammad, et al.
Published: (2025)
Linguistic Blind Spots in Clinical Decision Extraction
by: Elgaar, Mohamed, et al.
Published: (2026)
by: Elgaar, Mohamed, et al.
Published: (2026)
Where to Begin: Efficient Pretraining via Subnetwork Selection and Distillation
by: Krishnakumar, Arjun, et al.
Published: (2025)
by: Krishnakumar, Arjun, et al.
Published: (2025)
Interpretable Graph Neural Networks for Tabular Data
by: Alkhatib, Amr, et al.
Published: (2023)
by: Alkhatib, Amr, et al.
Published: (2023)
TACLer: Tailored Curriculum Reinforcement Learning for Efficient Reasoning
by: Lai, Huiyuan, et al.
Published: (2026)
by: Lai, Huiyuan, et al.
Published: (2026)
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning
by: Yu, Huimu, et al.
Published: (2024)
by: Yu, Huimu, et al.
Published: (2024)
Exploring Cultural Variations in Moral Judgments with Large Language Models
by: Mohammadi, Hadi, et al.
Published: (2025)
by: Mohammadi, Hadi, et al.
Published: (2025)
A Severity-Based Curriculum Learning Strategy for Arabic Medical Text Generation
by: Alansary, Ahmed, et al.
Published: (2026)
by: Alansary, Ahmed, et al.
Published: (2026)
Similar Items
-
LLM as a Broken Telephone: Iterative Generation Distorts Information
by: Mohamed, Amr, et al.
Published: (2025) -
Markovian Generation Chains in Large Language Models
by: Geng, Mingmeng, et al.
Published: (2026) -
Nile-Chat: Egyptian Language Models for Arabic and Latin Scripts
by: Shang, Guokan, et al.
Published: (2025) -
Fast-Decoding Diffusion Language Models via Progress-Aware Confidence Schedules
by: Mohamed, Amr, et al.
Published: (2025) -
Shorter but not Worse: Frugal Reasoning via Easy Samples as Length Regularizers in Math RLVR
by: Bounhar, Abdelaziz, et al.
Published: (2025)