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Variation in Verification: Understanding Verification Dynamics in Large Language Models
22 September 2025
Yefan Zhou
Austin Xu
Yilun Zhou
Janvijay Singh
Jiang Gui
Shafiq Joty
LRM
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Papers citing
"Variation in Verification: Understanding Verification Dynamics in Large Language Models"
2 / 2 papers shown
Title
Foundational Automatic Evaluators: Scaling Multi-Task Generative Evaluator Training for Reasoning-Centric Domains
Austin Xu
Xuan-Phi Nguyen
Yilun Zhou
Chien-Sheng Wu
Caiming Xiong
Shafiq Joty
OffRL
ALM
LRM
ELM
221
0
0
20 Oct 2025
Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math
Shrey Pandit
Austin Xu
Xuan-Phi Nguyen
Yifei Ming
Caiming Xiong
Shafiq Joty
LRM
160
2
0
15 Oct 2025
1
