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Image Credit: Arxiv

BenchHub: A Unified Benchmark Suite for Holistic and Customizable LLM Evaluation

  • BenchHub is a dynamic benchmark repository introduced for evaluating large language models (LLMs) effectively.
  • It aggregates and classifies benchmark datasets from diverse domains, integrating 303K questions across 38 benchmarks.
  • BenchHub is designed for continuous updates and scalable data management to enable flexible and customizable evaluation tailored to various domains or use cases.
  • Extensive experiments with various LLM families show that model performance significantly varies across domain-specific subsets, highlighting the importance of domain-aware benchmarking.

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