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Broken links fix (#2843)
* Update Examples.md * Update agent_chat.md * Update agent_chat.md * Update Optional-Dependencies.md * Update JSON_mode_example.ipynb * Update JSON_mode_example.ipynb * Update JSON_mode_example.ipynb * Update JSON_mode_example.ipynb * Update agentchat_agentoptimizer.ipynb * Update agentchat_nested_chats_chess.ipynb
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"Specifically, given a set of training data, AgentOptimizer would iteratively prompt the LLM to optimize the existing function list of the AssistantAgent and UserProxyAgent with code implementation if necessary. It also includes two strategies, roll-back, and early-stop, to streamline the training process.\n",
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"In the example scenario, we test the proposed AgentOptimizer in solving problems from the [MATH dataset](https://github.com/hendrycks/math). \n",
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"More information could be found in the [paper](https://arxiv.org/abs/2402.11359).\n",
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"\n",
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