automated evaluation 1benchmarking 1financial report generation 1large language models 1rubric evaluation 1
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cs.CL2026
CalibratedRubric: Task-Adaptive Rubric Banks for Open-Ended LLM Evaluation
Mengting Chen, Yanshu Sun, Wanting Liang +5
Reliable evaluation of open-ended LLM outputs requires fine-grained rubrics, yet expert curation is costly and difficult to scale. Existing automated pipelines rely on strict judge…
cs.CL2026
FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality
Beidi Luan, Rui Sun, Sinuo Wang +5
The paper introduces a scalable pipeline that automatically creates and evaluates rubrics for assessing the quality of long-form financial reports generated by deep research agents…