Expert-curated rubrics in the new ComplexConstraints dataset improve LLM instruction following by 12-15% when used as RL training signals, with gains transferring to out-of-distribution agentic benchmarks.
Preprint, arXiv:2506.09942
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ComplexConstraints and Beyond: Expert Rubrics for RLVR
Expert-curated rubrics in the new ComplexConstraints dataset improve LLM instruction following by 12-15% when used as RL training signals, with gains transferring to out-of-distribution agentic benchmarks.