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#TpopStagepresentedbyPEPSIweek39 / 2026
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🔵 วันพฤหัสบดีที่ 1 ต.ค. 69 เวลา 21.45 น.
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#LIMR
Less is More for RL Scaling!
Less is More for RL Scaling!
Less is More for RL Scaling!
- What makes a good example for RL scaling?
We demonstrate that a strategically selected subset of just 1,389 samples can outperform the full 8,523-sample dataset.
- How to make a good RL training selection?
We introduce Learning Impact Measurement (LIM), an automated method to evaluate and prioritize training samples.
- Interesting observation:
while recent data-efficient approaches (e.g., LIMO and s1) show promise with 32B-scale models, we find it significantly underperforms at 7B-scale through supervised fine-tuning (SFT).
Our RL-based LIMR achieves 16.7% higher accuracy on AIME24 and outperforms LIMO and s1 by 13.0% and 22.2% on MATH500
🔥 Excited to share our work "LIMR: Less is More for RL Scaling"
Q: What determines the effectiveness of RL training data ?
A: Alignment with model's learning journey
1,389 strategic samples ≥ 8,523 full dataset 🤯
📄: https://t.co/Q58CWYhCBw
💻: https://t.co/pj3G2xffNj
1/6
Hier soir, nous avons eu le plaisir de clore, aux côtés de nos partenaires @vnf_officiel et @PortsStrasbourg la démarche #LIMR (Laboratoire d’Innovation pour le Multimodal Rhénan) ! Une soirée riche en échanges et en perspectives pour l’avenir du #multimodal en @Alsace🥨
Regenerative drug restores bone in preclinical study
Learn more: https://t.co/QDMdXrFLEj
Credit: Main Line Health
#LIMR #skinintegrity #drug #healthcare #meded #eMednews
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