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This paper introduces IRC-Bench, a benchmark for recognizing implicit entities in first-person reminiscences using contextual cues rather than explicit mentions. It evaluates various LLM and retrieval configurations, finding QLoRA-adapted Llama 3.1 8B to be the top performer in open-world settings.