FollowTable is the first large-scale benchmark for instruction-following table retrieval, paired with an Instruction Responsiveness Score, showing that existing models fail to adapt to fine-grained constraints beyond topical similarity.
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Four tools competed to expose cases where an LLM car manual assistant fails to mention warnings, scored on effectiveness and test diversity.
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FollowTable: A Benchmark for Instruction-Following Table Retrieval
FollowTable is the first large-scale benchmark for instruction-following table retrieval, paired with an Instruction Responsiveness Score, showing that existing models fail to adapt to fine-grained constraints beyond topical similarity.
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DeepTest Tool Competition 2026: Benchmarking an LLM-Based Automotive Assistant
Four tools competed to expose cases where an LLM car manual assistant fails to mention warnings, scored on effectiveness and test diversity.