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1. tianyi-lab/Cherry_LLM tianyi-lab/Cherry_LLM Public

   [NAACL'24] Self-data filtering of LLM instruction-tuning data using a novel perplexity-based difficulty score, without using any other models

   Python 398 26

2. tianyi-lab/Superfiltering tianyi-lab/Superfiltering Public

   [ACL'24] Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning

   Python 179 14

3. tianyi-lab/Reflection_Tuning tianyi-lab/Reflection_Tuning Public

   [ACL'24] Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning

   Python 363 30

4. Layer_Gradient Layer_Gradient Public

   [ACL'25 Oral] What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

   Python 75 2

5. tianyi-lab/MiP-Overthinking tianyi-lab/MiP-Overthinking Public

   [COLM'25] Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

   Python 35 1

6. tianyi-lab/Mosaic-IT tianyi-lab/Mosaic-IT Public

   [ACL'25] Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning

   Python 20 3