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2026 1

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Language as a Latent Variable for Reasoning Optimization

cs.CL · 2026-04-23 · unverdicted · novelty 5.0

Treating language as a latent variable via polyGRPO RL improves Qwen2.5-7B-Instruct by 6.72% on English reasoning benchmarks and 6.89% on multilingual ones, with cross-task gains on commonsense reasoning from math-only training.

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  • Language as a Latent Variable for Reasoning Optimization cs.CL · 2026-04-23 · unverdicted · none · ref 16

    Treating language as a latent variable via polyGRPO RL improves Qwen2.5-7B-Instruct by 6.72% on English reasoning benchmarks and 6.89% on multilingual ones, with cross-task gains on commonsense reasoning from math-only training.