Page 573 - AI for Good Innovate for Impact

AI for Good Innovate for Impact

4 Sequence Diagram 4.6: Finance

Figure2.1 The Sequence Diagram illustrates the AI-powered negotiation process, detailing
the interactions between the buyer, seller, and the AI system (Nego-Wiz) from product review
to negotiation completion.

5 References

[1] S. Yao et al., “ReAct: Synergizing Reasoning and Acting in Language Models,” National
Science Foundation (NSF) Public Access Repository. [Online]. Available: https:// par .nsf
.gov/ biblio/ 10451467
[2] J. Liu et al., “Reflexion: Language Agents with Verbal Reinforcement Learning,” in Advances
in Neural Information Processing Systems (NeurIPS), 2023. [Online]. Available: https://
proceedings .neurips .cc/ paper _files/ paper/ 2023/ hash/ 1b 44b878bb78 2e6954cd88
8628510e90 -Abstract -Conference .html
[3] Z. Zhu et al., “NegotiationArena: How Well Can LLMs Negotiate? Platform and Analysis,”
arXiv preprint, arXiv:2402.05863, 2024. [Online]. Available: https:// arxiv .org/ abs/ 2402
.05863
[4] H. Shen et al., “Improving Language Model Negotiation with Self-Play and In-Context
Learning from AI Feedback,” arXiv preprint, arXiv:2305.10142, 2023. [Online]. Available:
https:// arxiv .org/ abs/ 2305 .10142
[5] A. Author(s), “Proceedings of the AAAI Conference on Artificial Intelligence,” AAAI, vol.
38, no. 5, 2024. [Online]. Available: https:// ojs .aaai .org/ index .php/ AAAI/ article/ view/
29936
[6] FasterCapital, “10 Ways AI for Inventory Optimization is Reducing Costs,” [Online].
Available: https:// fastercapital .com/ articles/ 10 -Ways -AI -for -Inventory -Optimization -is
-Reducing -Costs .html
[7] NEGO WIZ, “Introducing NEGO WIZ, AI Powered Price Negotiation Solution,” YouTube,
May 31, 2025. [Online]. Available: https:// youtu .be/ XRnlMUycY7s

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