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Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Intermediate
Xin Xu, Clive Bai et al.Feb 12arXiv

This paper shows a simple way to turn many 'too-easy' questions into harder, still-checkable ones so that AI keeps learning instead of stalling.

#Reinforcement Learning with Verifiable Rewards#Compositional prompts#Sequential Prompt Composition

Benchmark^2: Systematic Evaluation of LLM Benchmarks

Intermediate
Qi Qian, Chengsong Huang et al.Jan 7arXiv

Everyone uses tests (benchmarks) to judge how smart AI models are, but not all tests are good tests.

#LLM evaluation#benchmark quality#ranking consistency