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cs.LG2025
MATH-Beyond: A Benchmark for RL to Expand Beyond the Base Model
Prasanna Mayilvahanan, Ricardo Dominguez-Olmedo, Thaddäus Wiedemer +1
With the advent of DeepSeek-R1, a new wave of reinforcement learning (RL) methods has emerged that seem to unlock stronger mathematical reasoning. However, a closer look at the ope…
cs.LG2025
Train-before-Test Harmonizes Language Model Rankings
Guanhua Zhang, Ricardo Dominguez-Olmedo, Moritz Hardt
Existing language model benchmarks provide contradictory model rankings, even for benchmarks that aim to capture similar skills. This dilemma of conflicting rankings hampers model…