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2 changes: 1 addition & 1 deletion docs/docs/examples/memory/custom_multi_turn_memory.ipynb
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"source": [
"# Reducing Multi-Turn Confusion with LlamaIndex Memory\n",
"\n",
"[Recent research](https://arxiv.org/abs/2505.06120) has shown that the past two turns of a converstation, performance of that LLM can start to greatly degrade.\n",
"[Recent research](https://arxiv.org/abs/2505.06120) has shown the performance of an LLM significantly degrades given multi-turn conversations.\n",
"\n",
"To help avoid this, we can implement a custom short-term and long-term memory in LlamaIndex to ensure that the conversation turns never get too long, and condense the memory as we go.\n",
"\n",
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