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MCML & LMU Munich
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LLMs with web access only marginally outperform their offline counterparts, challenging assumptions about the necessity of real-time data for accurate predictions.
LLM development is flying blind by ignoring causal inference, leaving models vulnerable to confounding and distribution shifts throughout pretraining, alignment, and evaluation.