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This paper introduces a scholarly Question Answering (QA) system on top of the NFDI4DataScience Gateway, employing a Retrieval Augmented Generation-based (RAG) approach.
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Auer, S., Kovtun, V., Prinz, M., Kasprzik, A., Stocker, M., Vidal, M.: Towards a knowledge graph for science. In: Akerkar, R., Ivanovic, M., Kim, S., Manolopoulos, Y., Rosati, R., Savic, M., Badica, C., Radovanovic, M. (eds.) Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics, WIMS 2018, Novi Sad, Serbia, June 25-27, 2018. pp. 1:1–1:6. ACM (2018). https://doi.org/10.1145/3227609.3227689
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Reimers, N., Gurevych, I.: Sentence-bert: Sentence embeddings using siamese bert-networks. In: Inui, K., Jiang, J., Ng, V., Wan, X. (eds.) Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, EMNLP-IJCNLP 2019, Hong Kong, China, November 3-7, 2019. pp. 3980–3990. Association for Computational Linguistics (2019). https://doi.org/10.18653/V1/D19-1410
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Wilkinson, M., Dumontier, M., Aalbersberg, I., Appleton, G., Axton, M., Baak, A., Blomberg, N., Boiten, J., da Silva Santos, L., Bourne, P., Bouwman, J., Brookes, A., Clark, T., Crosas, M., Dillo, I., Dumon, O., Edmunds, S., Evelo, C., Finkers, R., Gonzalez-Beltran, A., Gray, A., Groth, P., Goble, C., Grethe, J., Heringa, J., ’t Hoen, P., Hooft, R., Kuhn, T., Kok, R., Kok, J., Lusher, S., Martone, M., Mons, A., Packer, A., Persson, B., Rocca-Serra, P., Roos, M., van Schaik, R., Sansone, S., Schultes, E., Sengstag, T., Slater, T., Strawn, G., Swertz, M., Thompson, M., van der Lei, J., van Mulligen, E., Velterop, J., Waagmeester, A., Wittenburg, P., Wolstencroft, K., Zhao, J., Mons, B.: The fair guiding principles for scientific data management and stewardship. Sci Data 3
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Kirstein, F., Stefanidis, K., Dittwald, B., Dutkowski, S., Urbanek, S., Hauswirth, M.: Piveau: A large-scale open data management platform based on semantic web technologies (2020)
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Schimmler, S., Wentzel, B., Bleier, A., Dietze, S., Karmakar, S., Mutschke, P., Kraft, A., Taffa, T.A., Usbeck, R., Boukhers, Z., Auer, S., Castro, L.J., Ackermann, M.R., Neumuth, T., Schneider, D., Abedjan, Z., Latif, A., Limani, F., Ahmad, R.A., Rehm, G., Khorasani, S.A., Lieber, M.: NFDI4DS infrastructure and services. In: Klein, M., Krupka, D., Winter, C., Wohlgemuth, V. (eds.) 53. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2023, Designing Future - Zukünfte gestalten, Berlin, Germany September 26-29, 2023. LNI, vol. P-337, pp. 919–924. Gesellschaft für Informatik, Bonn (2023). https://doi.org/10.18420/INF2023_103
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Lewis, P.S.H., Perez, E., Piktus, A., Petroni, F., Karpukhin, V., Goyal, N., Küttler, H., Lewis, M., Yih, W., Rocktäschel, T., Riedel, S., Kiela, D.: Retrieval-augmented generation for knowledge-intensive NLP tasks. In: Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M., Lin, H. (eds.) Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual (2020), https://proceedings.neurips.cc/paper/2020/hash/6b493230205f780e1bc26945df7481e5-Abstract.html
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Mahdi, M., Ahmad, A., Ismail, R., Kadhim, H., Mohammed, M.: Solution for information overload using faceted search - a review. IEEE Access 8
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Yang, L., Tan, B., Zheng, V.W., Chen, K., Yang, Q.: Federated recommendation systems. In: Yang, Q., Fan, L., Yu, H. (eds.) Federated Learning - Privacy and Incentive, Lecture Notes in Computer Science, vol. 12500, pp. 225–239. Springer (2020). https://doi.org/10.1007/978-3-030-63076-8_16
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Kairouz, P., McMahan, H.B., Avent, B., Bellet, A., Bennis, M., Bhagoji, A.N., Bonawitz, K.A., Charles, Z., Cormode, G., Cummings, R., D’Oliveira, R.G.L., Eichner, H., Rouayheb, S.E., Evans, D., Gardner, J., Garrett, Z., Gascón, A., Ghazi, B., Gibbons, P.B., Gruteser, M., Harchaoui, Z., He, C., He, L., Huo, Z., Hutchinson, B., Hsu, J., Jaggi, M., Javidi, T., Joshi, G., Khodak, M., Konečný, J., Korolova, A., Koushanfar, F., Koyejo, S., Lepoint, T., Liu, Y., Mittal, P., Mohri, M., Nock, R., Özgür, A., Pagh, R., Qi, H., Ramage, D., Raskar, R., Raykova, M., Song, D., Song, W., Stich, S.U., Sun, Z., Suresh, A.T., Tramèr, F., Vepakomma, P., Wang, J., Xiong, L., Xu, Z., Yang, Q., Yu, F.X., Yu, H., Zhao, S.: Advances and open problems in federated learning. Found. Trends Mach. Learn. 14
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Chase, H.: LangChain (Oct 2022), https://github.com/langchain-ai/langchain
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Gregg, F., Eder, D.: dedupe (Jan 2022), https://github.com/dedupeio/dedupe
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Lahav, D., Saad-Falcon, J., Kuehl, B., Johnson, S., Parasa, S., Shomron, N., Chau, D.H., Yang, D., Horvitz, E., Weld, D.S., Hope, T.: A search engine for discovery of scientific challenges and directions. In: Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 2022, Thirty-Fourth Conference on Innovative Applications of Artificial Intelligence, IAAI 2022, The Twelveth Symposium on Educational Advances in Artificial Intelligence, EAAI 2022 Virtual Event, February 22 - March 1, 2022. pp. 11982–11990. AAAI Press (2022). https://doi.org/10.1609/aaai.v36i11.21456
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Auer, S., Barone, D.A., Bartz, C., Cortes, E.G., Jaradeh, M.Y., Karras, O., Koubarakis, M., Mouromtsev, D., Pliukhin, D., Radyush, D., et al.: The SciQA Scientific Question Answering Benchmark for Scholarly Knowledge. Scientific Reports 13
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2023
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Stocker, M., Oelen, A., Jaradeh, M.Y., Haris, M., Arab Oghli, O., Heidari, G., Hussein, H., Lorenz, A.L., Kabenamualu, S., Farfar, K.E., Prinz, M., Karras, O., D’Souza, J., Vogt, L., Auer, S.: Fair scientific information with the open research knowledge graph. FAIR Connect 1
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Stocker, M., Oelen, A., Jaradeh, M.Y., Haris, M., Oghli, O.A., Heidari, G.s., Hussein, H., Lorenz, A.L., Kabenamualu, S., Farfar, K.E., Prinz, M., Karras, O., D’Souza, J., Vogt, L., Auer, S.: Fair scientific information with the open research knowledge graph. FAIR Connect 1
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Taffa, T.A., Usbeck, R.: Leveraging llms in scholarly knowledge graph question answering. In: Banerjee, D., Usbeck, R., Mihindukulasooriya, N., Singh, G., Mutharaju, R., Kapanipathi, P. (eds.) Joint Proceedings of Scholarly QALD 2023 and SemREC 2023 co-located with 22nd International Semantic Web Conference ISWC 2023, Athens, Greece, November 6-10, 2023. CEUR Workshop Proceedings, vol. 3592. CEUR-WS.org (2023), https://ceur-ws.org/Vol-3592/paper5.pdf
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Usbeck, R., Abedissa, T., Veliz, R.A.G., Abdullah, R., Shams, N., Wentzel, B., Chen, Z., Schimmler, S.: NFDI4DS gateway and portal. In: Sure-Vetter, Y., Goble, C.A. (eds.) 1st Conference on Research Data Infrastructure - Connecting Communities, CoRDI 2023, Karlsruhe, Germany, September 12-14, 2023. TIB Open Publishing (2023). https://doi.org/10.52825/cordi.v1i.391
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Auer, S., Oelen, A., Haris, M., Stocker, M., D’Souza, J., Farfar, K.E., Vogt, L., Prinz, M., Wiens, V., Jaradeh, M.Y.: Improving access to scientific literature with knowledge graphs. Bibliothek Forschung und Praxis 44
2042
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