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Towards a Systematic Comparison Framework for Cloud Services Customer Agreements

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Service-Oriented Computing – ICSOC 2023 Workshops (ICSOC 2023)

Abstract

The growing need to understand and compare elements in service agreements has generated strong interest in the industry. Although there are projects and tools for the automatic detection of information in contracts, automatic analysis is still a developing area of research. This becomes even more relevant with the rise of cloud service organizations, which highlights the need for tools for comparing contractual agreements. In this paper, we present a framework designed to automate contract analysis and comparison. In order to demonstrate the effectiveness of this approach, we created a prototype that uses language models to automatically detect obligations, rights, and parties involved in contracts. In addition, we applied an initial metric to determine the extent to which the customer benefits compared to the provider. The results of the evaluation support the effectiveness of the system by facilitating the understanding and reasoning of both parties regarding the terms of the agreement.

This work has been partially supported by the following grants: PID2021-126227NB-C21, PID2021-126227NB-C22, TED2021-131023B-C21, and PDC2022-133521-I00 which are funded by MCIN/AEI/10.13039/501100011033 and “ERDF a way of making Europe”; and grant PYC20 RE 084 US, which is funded by Junta de Andalucia/ERDF, UE.

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Notes

  1. 1.

    Dataset available at https://huggingface.co/datasets/marmolpen3/slas-obligations-rights-sentences.

  2. 2.

    https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2.

  3. 3.

    https://huggingface.co/marmolpen3/paraphrase-mpnet-base-v2-sla-obligations-rights.

  4. 4.

    https://platform.openai.com/docs/models/gpt-3-5.

  5. 5.

    Prototype available at https://github.com/isa-group/iContracts.

References

  1. De Marco, L., Ferrucci, F., Kechadi, T., Napoli, G., Salza, P.: Towards automatic service level agreements information extraction, pp. 59–66, April 2016. https://doi.org/10.5220/0005873100590066

  2. Face, H.: The hugging face course (2022). https://huggingface.co/course. Accessed 18 Apr 2023

  3. Commerce & Contracting Foundation, W.: World Commerce and Contracting Principles (2022). https://www.worldcc.com/Resources/Tools/Contracting-Principles. Accessed 15 June 2023

  4. García, J.M., Ruiz, D., Cortés, A.R., Martín-Díaz, O., Resinas, M.: An hybrid, QoS-aware discovery of semantic web services using constraint programming. In: Kramer, B.J., Lin, K.J., Narasimhan, P. (eds.) Service-Oriented Computing – ICSOC 2007. ICSOC 2007. LNCS, vol. 4749, pp. 69–80. Springer, Berlin, Heidelberg (2007). https://doi.org/10.1007/978-3-540-74974-5_6

  5. García, J.M., Martín-Díaz, O., Fernandez, P., Müller, C., Ruiz-Cortés, A.: A flexible billing life cycle for cloud services using augmented customer agreements. IEEE Access 9, 44374–44389 (2021). https://doi.org/10.1109/ACCESS.2021.3066443

  6. Hugo Roy: Terms of Services (2023). https://tosdr.org/en/frontpage#ratings. Accessed 07 May 2023

  7. Lippi, M., Palka, P., Contissa, G., Lagioia, F., Micklitz, H.W., Sartor, G., Torroni, P.: Claudette: an automated detector of potentially unfair clauses in online terms of service. Artif. Intell. Law 27, 117–139 (2019). https://doi.org/10.1007/s10506-019-09243-2

  8. Molino-Peña, E.: Automatic analysis of obligations and rights in customer agreements. https://hdl.handle.net/11441/149944

  9. Molino-Peña, E., García, J.M., Ruiz-Cortés, A.: Limitations of current techniques to detect Obligations and Rights in SLA. Sistedes (2023). https://hdl.handle.net/11705/JCIS/2023/3589

  10. Müller, C., Gutierrez, A.M., Fernandez, P., Martín-Díaz, O., Resinas, M., Ruiz-Cortés, A.: Automated validation of compensable SLAs. IEEE Trans. Serv. Comput. 14(5), 1306–1319 (2021)

    Article  Google Scholar 

  11. Müller, C., Resinas, M., Ruiz-Cortés, A.: Automated analysis of conflicts in WS-agreement. IEEE Trans. Serv. Comput. 7(4), 530–544 (2014)

    Google Scholar 

  12. Natolana Ganapathy, D., Pande Joshi, K.: A semantically rich framework to automate cloud service level agreements. IEEE Trans. Serv. Comput. 16(1), 53–64 (2023). https://doi.org/10.1109/TSC.2022.3140585

    Article  Google Scholar 

  13. Otto Hanson, J.: Termscout (2023). https://www.termscout.com/. Accessed 17 July 2023

  14. Reimers, N., Gurevych, I.: Sentence-Bert: sentence embeddings using Siamese Bert-networks. In: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics (2019). http://arxiv.org/abs/1908.10084

  15. Technical-Committee: Information technology-cloud computing-service level agreement (SLA) framework-Part 1: Overview and concepts. Technical report 19086-1:2016(E), ISO/IEC, Geneva, Switzerland (2016)

    Google Scholar 

  16. Tunstall, L., et al.: Efficient few-shot learning without prompts. arXiv preprint arXiv:2209.11055 (2022)

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Acknowledgements

The authors would like to thank Antonio Ruiz Cortés for his constant support, help and valuable comments.

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Correspondence to Elena Molino-Peña .

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Molino-Peña, E., García, J.M. (2024). Towards a Systematic Comparison Framework for Cloud Services Customer Agreements. In: Monti, F., et al. Service-Oriented Computing – ICSOC 2023 Workshops. ICSOC 2023. Lecture Notes in Computer Science, vol 14518. Springer, Singapore. https://doi.org/10.1007/978-981-97-0989-2_19

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  • DOI: https://doi.org/10.1007/978-981-97-0989-2_19

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