Improving Data Efficiency via Curating LLM-Driven Rating Systems

Jinlong Pang, Jiaheng Wei, Ankit Shah, Zhaowei Zhu, Yaxuan Wang +4 more
2/12/2026

No official code found. Best implementation: UCSC-REAL/DS2 (100 stars, Apache-2.0, last commit 2025-03-24).

Semantic Scholar

Code Implementations(1)

UCSC-REAL/DS2Community70%
Apache-2.0

[ICLR 2025] Official implementation of paper "Improving Data Efficiency via Curating LLM-Driven Rating Systems"

1009Shell, PythonFeb 11, 20251 years agoApache-2.0
data-curationdata-efficiencyinstruction-tuninglarge-language-models

Cite this paper

@article{pang2026improving,
  title  = {Improving Data Efficiency via Curating LLM-Driven Rating Systems},
  author = {Jinlong Pang and Jiaheng Wei and Ankit Shah and Zhaowei Zhu and Yaxuan Wang and Chen Qian and Yang Liu and Yujia Bao and Wei Wei},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:8858ea315a0232cb60abdb17a72e22d79234c8ea},
  journal = {ICLR 2025 2025}
}

Discussion