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2025 1

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BEDTime: A Unified Benchmark for Automatically Describing Time Series

cs.CL · 2025-09-05 · conditional · novelty 6.0

BEDTime benchmark tests 17 models on describing time series structure and finds vision-language models outperform dedicated time-series-language models and language-only approaches, with all models fragile to robustness tests.

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  • BEDTime: A Unified Benchmark for Automatically Describing Time Series cs.CL · 2025-09-05 · conditional · none · ref 58

    BEDTime benchmark tests 17 models on describing time series structure and finds vision-language models outperform dedicated time-series-language models and language-only approaches, with all models fragile to robustness tests.