Physical Environment

6 Discussion

6.1 Mutual Benefits between LLM Research and Agent Research . . . . . . . . . . . .
6.2 Evaluation for LLM-based Agents . . . . . . . . . . . . . . . . . . . . . . . . . .
6.3 Security, Trustworthiness and Other Potential Risks of LLM-based Agents . . . . .
6.3.1 Adversarial Robustness . . . . . . . . . . . . . . . . . . . . . . . . . . . .
6.3.2 Trustworthiness .
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
6.3.3 Other Potential Risks . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
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6.4 Scaling Up the Number of Agents
6.5 Open Problems .

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7 Conclusion

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Introduction

“If they find a parrot who could answer to everything, I would claim it to be an
intelligent being without hesitation.”

—Denis Diderot, 1875
TheRiseandPotentialofLargeLanguageModel BasedAgents