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Somayeh Sojoudi

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#artificial intelligence Preprint Oct 2026

How RL Reshapes LLM Reasoning: Transferability, Coverage, and Scaling Laws

Recent studies on reinforcement learning (RL) report seemingly conflicting evidence about large language model (LLM) reasoning. Training on mathematics can improve performance in other domains, yet gains in Pass@1 can coincide with lower Pass@$N$ than the base model. This raises a fundamental question: does RL expand a...

Zi-Heng Cheng, Yi-Xiao Huang, Han-Lin Zhu et al. · 0 citations
Preprint Sep 2026

SWE-Proof: Can Language Models Resolve Real-World Issues with Machine-Checked Proofs?

Ensuring the correctness of LLM-generated code is a core challenge for modern software engineering. Benchmarks for agentic code generation check correctness with held-out test suites, which are inherently incomplete and increasingly susceptible to memorization. Formal verification avoids both problems, but existing wor...

George Ma, Benjamin Mikek, Hao-Yu Li et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SWE-Proof: Can Language Models Resolve Real-World Issues with Machine-Checked Proofs?

Ensuring the correctness of LLM-generated code is a core challenge for modern software engineering. Benchmarks for agentic code generation check correctness with held-out test suites, which are inherently incomplete and increasingly susceptible to memorization. Formal verification avoids both problems, but existing wor...

George Ma, Benjamin Mikek, Hao-Yu Li et al. · 0 citations

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