SKA-Bench is a fine-grained QA benchmark across KG, table, and hybrid formats that shows current LLMs remain sensitive to noise and order and often hallucinate instead of rejecting unanswerable inputs.
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SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs
SKA-Bench is a fine-grained QA benchmark across KG, table, and hybrid formats that shows current LLMs remain sensitive to noise and order and often hallucinate instead of rejecting unanswerable inputs.