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CheckRLM cuts error accumulation in reasoning chains by correcting factual inaccuracies in real-time, outperforming traditional approaches.
LLMs struggle with long-range spatial reasoning in dynamic environments, even when equipped with tools, highlighting a critical gap in their ability to perform real-world planning tasks.