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Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

17 February 2025
Xueru Wen
Jie Lou
Yaojie Lu
Hongyu Lin
Xing Yu
Xinyu Lu
Xianpei Han
Xianpei Han
Debing Zhang
Le Sun
    ALM
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Papers citing "Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?"

4 / 4 papers shown
Title
Reward Inside the Model: A Lightweight Hidden-State Reward Model for LLM's Best-of-N sampling
Reward Inside the Model: A Lightweight Hidden-State Reward Model for LLM's Best-of-N sampling
Jizhou Guo
Zhaomin Wu
Philip S. Yu
4
0
0
18 May 2025
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future
Jialun Zhong
Wei Shen
Yanzeng Li
Songyang Gao
Hua Lu
Yicheng Chen
Yang Zhang
Wei Zhou
Jinjie Gu
Lei Zou
LRM
45
3
0
12 Apr 2025
Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding
Yishuo Wang
Pei Zhang
Siyuan Huang
Baosong Yang
Zizhuo Zhang
Fei Huang
Rui Wang
BDL
LRM
64
7
0
03 Mar 2025
Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering
Xinyan Guan
Yanjiang Liu
Xinyu Lu
Boxi Cao
Xianpei Han
...
Le Sun
Jie Lou
Bowen Yu
Yaojie Lu
Hongyu Lin
ALM
89
2
0
18 Nov 2024
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