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This paper introduces TypeEvalPy, a comprehensive micro-benchmarking framework for evaluating type inference tools. TypeEvalPy contains 154 code snippets with 845 type annotations across 18 categories that target various Python features. The framework manages the execution of containerized tools, transforms inferred types into a standardized format, and produces meaningful metrics for assessment. Through our analysis, we compare the performance of six type inference tools, highlighting their strengths and limitations. Our findings provide a foundation for further research and optimization in the domain of Python type inference."}],"publication":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","title":"TypeEvalPy: A Micro-benchmarking Framework for Python Type Inference  Tools","publisher":"Association for Computing Machinery","date_created":"2024-05-06T11:49:22Z","year":"2024","_id":"53959","department":[{"_id":"76"}],"user_id":"15249","series_title":"ICSE-Companion 24","status":"public","type":"conference","doi":"10.1145/3639478.3640033","conference":{"location":"Lisbon, Portugal"},"date_updated":"2024-08-05T07:49:33Z","author":[{"first_name":"Ashwin Prasad","full_name":"Shivarpatna Venkatesh, Ashwin Prasad","id":"66637","last_name":"Shivarpatna Venkatesh"},{"full_name":"Sabu, Samkutty","last_name":"Sabu","first_name":"Samkutty"},{"full_name":"Wang, Jiawei","last_name":"Wang","first_name":"Jiawei"},{"full_name":"Mir, Amir M.","last_name":"Mir","first_name":"Amir M."},{"last_name":"Li","full_name":"Li, Li","first_name":"Li"},{"id":"59256","full_name":"Bodden, Eric","orcid":"0000-0003-3470-3647","last_name":"Bodden","first_name":"Eric"}],"place":"New York, NY, USA","page":"49-53","citation":{"ama":"Shivarpatna Venkatesh AP, Sabu S, Wang J, Mir AM, Li L, Bodden E. TypeEvalPy: A Micro-benchmarking Framework for Python Type Inference  Tools. In: <i>Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings</i>. ICSE-Companion 24. Association for Computing Machinery; 2024:49-53. doi:<a href=\"https://doi.org/10.1145/3639478.3640033\">10.1145/3639478.3640033</a>","chicago":"Shivarpatna Venkatesh, Ashwin Prasad, Samkutty Sabu, Jiawei Wang, Amir M. Mir, Li Li, and Eric Bodden. “TypeEvalPy: A Micro-Benchmarking Framework for Python Type Inference  Tools.” In <i>Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings</i>, 49–53. ICSE-Companion 24. New York, NY, USA: Association for Computing Machinery, 2024. <a href=\"https://doi.org/10.1145/3639478.3640033\">https://doi.org/10.1145/3639478.3640033</a>.","ieee":"A. P. Shivarpatna Venkatesh, S. Sabu, J. Wang, A. M. Mir, L. Li, and E. 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TypeEvalPy: A Micro-benchmarking Framework for Python Type Inference  Tools. <i>Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings</i>, 49–53. <a href=\"https://doi.org/10.1145/3639478.3640033\">https://doi.org/10.1145/3639478.3640033</a>"},"publication_identifier":{"isbn":["9798400705021"]}},{"language":[{"iso":"eng"}],"department":[{"_id":"76"}],"user_id":"15249","_id":"55516","status":"public","publication":"Proceedings of the 2024 IEEE/ACM First International Conference on AI Foundation Models and Software Engineering","type":"conference","doi":"10.1145/3650105.3652288","title":"The Emergence of Large Language Models in Static Analysis: A First Look through Micro-Benchmarks","date_created":"2024-08-05T09:12:59Z","author":[{"last_name":"Shivarpatna Venkatesh","full_name":"Shivarpatna Venkatesh, Ashwin Prasad","id":"66637","first_name":"Ashwin Prasad"},{"full_name":"Sabu, Samkutty","last_name":"Sabu","first_name":"Samkutty"},{"last_name":"Mir","full_name":"Mir, Amir M.","first_name":"Amir M."},{"first_name":"Sofia","last_name":"Reis","full_name":"Reis, Sofia"},{"full_name":"Bodden, Eric","id":"59256","orcid":"0000-0003-3470-3647","last_name":"Bodden","first_name":"Eric"}],"publisher":"ACM","date_updated":"2024-08-05T09:14:11Z","citation":{"ieee":"A. 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It contains project specific authority files (e.g., persons, organizations, places) and editions (e.g., letters, documents)."}],"department":[{"_id":"233"},{"_id":"856"}],"user_id":"90722","_id":"55542","project":[{"name":"HenDi: Digitale Briefedition: Hans Werner Henzes künstlerisches Netzwerk","_id":"738","grant_number":"459602398"}]},{"year":"2024","citation":{"ama":"Ried D, Capelle I, Minetti E. <i>HenDi-ODD v5.0.0</i>. Henze-Digital; 2024. doi:<a href=\"https://doi.org/10.5281/ZENODO.13137422\">10.5281/ZENODO.13137422</a>","ieee":"D. Ried, I. Capelle, and E. Minetti, <i>HenDi-ODD v5.0.0</i>. Henze-Digital, 2024.","chicago":"Ried, Dennis, Irmlind Capelle, and Elena Minetti. <i>HenDi-ODD v5.0.0</i>. Henze-Digital, 2024. <a href=\"https://doi.org/10.5281/ZENODO.13137422\">https://doi.org/10.5281/ZENODO.13137422</a>.","apa":"Ried, D., Capelle, I., &#38; Minetti, E. (2024). <i>HenDi-ODD v5.0.0</i>. 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Cham: Springer Nature Switzerland, 2024. <a href=\"https://doi.org/10.1007/978-3-031-56132-0_13\">https://doi.org/10.1007/978-3-031-56132-0_13</a>."},"publisher":"Springer Nature Switzerland","date_updated":"2024-08-07T06:46:04Z","author":[{"last_name":"Gladbach","id":"102455","full_name":"Gladbach, Benedikt","first_name":"Benedikt"},{"first_name":"Alfons","full_name":"Noe, Alfons","last_name":"Noe"},{"last_name":"Rosenhövel","full_name":"Rosenhövel, Tobias","first_name":"Tobias"}],"date_created":"2024-08-07T06:27:26Z","title":"Warpage Reduction in Additively Manufactured Parts Based on Thermomechanical Modeling and a Novel Simulation Strategy for Laser Scanning","doi":"10.1007/978-3-031-56132-0_13","type":"book_chapter","publication":"Advanced Structured Materials","status":"public","_id":"55557","user_id":"102455","extern":"1","language":[{"iso":"eng"}]},{"title":"Non-symmetric GHZ states; weighted hypergraph and controlled-unitary  graph representations","date_updated":"2024-08-07T12:05:19Z","date_created":"2024-08-07T12:04:50Z","author":[{"first_name":"Hrachya","last_name":"Zakaryan","full_name":"Zakaryan, Hrachya"},{"last_name":"Revis","full_name":"Revis, Konstantinos-Rafail","first_name":"Konstantinos-Rafail"},{"first_name":"Zahra","id":"98836","full_name":"Raissi, Zahra","orcid":"0000-0002-9168-8212","last_name":"Raissi"}],"year":"2024","citation":{"short":"H. Zakaryan, K.-R. Revis, Z. Raissi, ArXiv:2408.02740 (2024).","mla":"Zakaryan, Hrachya, et al. “Non-Symmetric GHZ States; Weighted Hypergraph and Controlled-Unitary  Graph Representations.” <i>ArXiv:2408.02740</i>, 2024.","bibtex":"@article{Zakaryan_Revis_Raissi_2024, title={Non-symmetric GHZ states; weighted hypergraph and controlled-unitary  graph representations}, journal={arXiv:2408.02740}, author={Zakaryan, Hrachya and Revis, Konstantinos-Rafail and Raissi, Zahra}, year={2024} }","apa":"Zakaryan, H., Revis, K.-R., &#38; Raissi, Z. (2024). Non-symmetric GHZ states; weighted hypergraph and controlled-unitary  graph representations. In <i>arXiv:2408.02740</i>.","ieee":"H. Zakaryan, K.-R. Revis, and Z. Raissi, “Non-symmetric GHZ states; weighted hypergraph and controlled-unitary  graph representations,” <i>arXiv:2408.02740</i>. 2024.","chicago":"Zakaryan, Hrachya, Konstantinos-Rafail Revis, and Zahra Raissi. “Non-Symmetric GHZ States; Weighted Hypergraph and Controlled-Unitary  Graph Representations.” <i>ArXiv:2408.02740</i>, 2024.","ama":"Zakaryan H, Revis K-R, Raissi Z. Non-symmetric GHZ states; weighted hypergraph and controlled-unitary  graph representations. <i>arXiv:240802740</i>. Published online 2024."},"language":[{"iso":"eng"}],"_id":"55560","external_id":{"arxiv":["2408.02740"]},"user_id":"98836","abstract":[{"lang":"eng","text":"Non-symmetric GHZ states ($n$-GHZ$_\\alpha$), characterized by unequal\r\nsuperpositions of $|00...0>$ and $|11...1>$, represent a significant yet\r\nunderexplored class of multipartite entangled states with potential\r\napplications in quantum information. Despite their importance, the lack of a\r\nwell-defined stabilizer formalism and corresponding graph representation has\r\nhindered their comprehensive study. In this paper, we address this gap by\r\nintroducing two novel graph formalisms and stabilizers for non-symmetric GHZ\r\nstates. First, we provide a weighted hypergraph representation and demonstrate\r\nthat non-symmetric GHZ states are local unitary (LU) equivalent to fully\r\nconnected weighted hypergraphs. Although these weighted hypergraphs are not\r\nstabilizer states, we show that they can be stabilized using local operations,\r\nand an ancilla. We further extend this framework to qudits, offering a specific\r\nform for non-symmetric qudit GHZ states and their LU equivalent weighted qudit\r\nhypergraphs. Second, we propose a graph formalism using controlled-unitary (CU)\r\noperations, showing that non-symmetric qudit GHZ states can be described using\r\nstar-shaped CU graphs. Our findings enhance the understanding of non-symmetric\r\nGHZ states and their potential applications in quantum information science."}],"status":"public","publication":"arXiv:2408.02740","type":"preprint"},{"quality_controlled":"1","year":"2024","date_created":"2024-08-08T06:05:21Z","publisher":"De Gruyter","title":"Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit","abstract":[{"lang":"ger","text":"Diese Studie widmet sich der Frage, inwiefern die schriftbildliche Gestaltung (Zeichengestaltung, Anordnung, Hervorhebung etc.) grammatisch bedeutsam sein kann. Zur Beantwortung wird ein erweiterter kognitiv-grammatischer Ansatz gewählt und ein selbsterstelltes Korpus aus 1.317 Fotos von Lebensmittelverpackungen mithilfe der Software MAXQDA analysiert. Das Analyseverfahren basiert auf einer innovativen Kombination aus musterorientierter Kollektionsanalyse und der Adaption grammatischer Proben. Die Untersuchung offenbart erstens, dass Markennamen wie 'Coca-Cola', 'nutella' etc. multimodale Konstruktionen mit konstitutiver Schriftbildlichkeit sein können, sofern deren Gestaltung kognitiv verankert und interindividuell konventionell ist. Zweitens wird für Warennamen wie 'GUT & GÜNSTIG Knäckebrot Sesam' etc. die Wirkung diagrammatischer Ikonizität erarbeitet, wonach die musterhafte schriftbildliche Gestaltung die Komposition der einzelnen Komponenten eines Warennamens vereindeutigt. Drittens werden Zusammensetzungen mit nicht-verbalen Prädikaten wie 'mit 11% Sesam', 'ohne Rosinen' etc. als multimodale Konstruktionen herausgearbeitet, bei denen die musterhafte gestalterische Verknüpfung das Verständnis ebenfalls maßgeblich beeinflusst. "}],"language":[{"iso":"ger"}],"keyword":["Kognitive (Konstruktions-)Grammatik","Multimodalität","Schriftbildlichkeit","Lebensmittelverpackungen"],"publication_identifier":{"isbn":["9783111386607"]},"publication_status":"published","intvolume":"       114","page":"432","citation":{"apa":"Dübbert, A. (2024). <i>Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit</i> (Vol. 114). De Gruyter. <a href=\"https://doi.org/10.1515/9783111386607\">https://doi.org/10.1515/9783111386607</a>","bibtex":"@book{Dübbert_2024, place={Berlin/Boston}, series={Linguistik - Impulse &#38; Tendenzen}, title={Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit}, volume={114}, DOI={<a href=\"https://doi.org/10.1515/9783111386607\">10.1515/9783111386607</a>}, publisher={De Gruyter}, author={Dübbert, Alexander}, year={2024}, collection={Linguistik - Impulse &#38; Tendenzen} }","mla":"Dübbert, Alexander. <i>Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit</i>. De Gruyter, 2024, doi:<a href=\"https://doi.org/10.1515/9783111386607\">10.1515/9783111386607</a>.","short":"A. Dübbert, Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit, De Gruyter, Berlin/Boston, 2024.","ama":"Dübbert A. <i>Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit</i>. Vol 114. De Gruyter; 2024. doi:<a href=\"https://doi.org/10.1515/9783111386607\">10.1515/9783111386607</a>","ieee":"A. Dübbert, <i>Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit</i>, vol. 114. Berlin/Boston: De Gruyter, 2024.","chicago":"Dübbert, Alexander. <i>Multimodale Konstruktionen im „Alltagskonsumkosmos“. Eine empirische Studie zur grammatischen Bedeutsamkeit von Schriftbildlichkeit</i>. Vol. 114. Linguistik - Impulse &#38; Tendenzen. Berlin/Boston: De Gruyter, 2024. <a href=\"https://doi.org/10.1515/9783111386607\">https://doi.org/10.1515/9783111386607</a>."},"place":"Berlin/Boston","volume":114,"author":[{"first_name":"Alexander","orcid":"0009-0002-4063-801X","last_name":"Dübbert","full_name":"Dübbert, Alexander","id":"44613"}],"date_updated":"2024-08-08T06:13:59Z","oa":"1","doi":"10.1515/9783111386607","main_file_link":[{"url":"https://www.degruyter.com/document/doi/10.1515/9783111386607/html","open_access":"1"}],"type":"book","status":"public","department":[{"_id":"115"}],"series_title":"Linguistik - Impulse & Tendenzen","user_id":"44613","_id":"55563"},{"editor":[{"full_name":"van Vorst (Hrsg.), Helena","last_name":"van Vorst (Hrsg.)","first_name":"Helena"}],"status":"public","type":"conference","publication":"GDCP Jahrestagung Hamburg 2023","language":[{"iso":"eng"}],"_id":"55561","user_id":"77633","department":[{"_id":"300"}],"year":"2024","citation":{"chicago":"Jonas-Ahrend, Gabriela, Marika Kapanadze, Alexander Mazzolini, and Fadeel Joubran. “Ergebnisse Einer Reviewstudie Zur Evaluation von Physiklehrbüchern.” In <i>GDCP Jahrestagung Hamburg 2023</i>, edited by Helena van Vorst (Hrsg.), 570–72, 2024.","ieee":"G. Jonas-Ahrend, M. Kapanadze, A. Mazzolini, and F. Joubran, “Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern,” in <i>GDCP Jahrestagung Hamburg 2023</i>, Hamburg, 2024, pp. 570–572.","ama":"Jonas-Ahrend G, Kapanadze M, Mazzolini A, Joubran F. Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern. In: van Vorst (Hrsg.) H, ed. <i>GDCP Jahrestagung Hamburg 2023</i>. ; 2024:570-572.","apa":"Jonas-Ahrend, G., Kapanadze, M., Mazzolini, A., &#38; Joubran, F. (2024). Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern. In H. van Vorst (Hrsg.) (Ed.), <i>GDCP Jahrestagung Hamburg 2023</i> (pp. 570–572).","mla":"Jonas-Ahrend, Gabriela, et al. “Ergebnisse Einer Reviewstudie Zur Evaluation von Physiklehrbüchern.” <i>GDCP Jahrestagung Hamburg 2023</i>, edited by Helena van Vorst (Hrsg.), 2024, pp. 570–72.","short":"G. Jonas-Ahrend, M. Kapanadze, A. Mazzolini, F. Joubran, in: H. van Vorst (Hrsg.) (Ed.), GDCP Jahrestagung Hamburg 2023, 2024, pp. 570–572.","bibtex":"@inproceedings{Jonas-Ahrend_Kapanadze_Mazzolini_Joubran_2024, title={Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern}, booktitle={GDCP Jahrestagung Hamburg 2023}, author={Jonas-Ahrend, Gabriela and Kapanadze, Marika and Mazzolini, Alexander and Joubran, Fadeel}, editor={van Vorst (Hrsg.), Helena}, year={2024}, pages={570–572} }"},"page":"570-572","has_accepted_license":"1","title":"Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern","conference":{"location":"Hamburg","end_date":"2023-09-14","start_date":"2023-09-11","name":"GDCP Jahrestagung"},"date_updated":"2024-08-07T13:44:53Z","author":[{"last_name":"Jonas-Ahrend","orcid":"0000-0003-3898-954X","full_name":"Jonas-Ahrend, Gabriela","id":"77633","first_name":"Gabriela"},{"full_name":"Kapanadze, Marika","last_name":"Kapanadze","first_name":"Marika"},{"first_name":"Alexander","last_name":"Mazzolini","full_name":"Mazzolini, Alexander"},{"full_name":"Joubran, Fadeel","last_name":"Joubran","first_name":"Fadeel"}],"date_created":"2024-08-07T13:43:55Z"},{"_id":"55562","department":[{"_id":"300"}],"user_id":"77633","language":[{"iso":"eng"}],"type":"conference_abstract","status":"public","date_updated":"2024-08-07T13:50:29Z","date_created":"2024-08-07T13:50:23Z","author":[{"first_name":"Gabriela","orcid":"0000-0003-3898-954X","last_name":"Jonas-Ahrend","full_name":"Jonas-Ahrend, Gabriela","id":"77633"}],"title":"Teacher shortage - characteristics, constraints, and challenges: The case of Germany","conference":{"end_date":"2024-06-15","location":"Braga/Portugal","name":"65th World Assembly - International Council on Education for Teaching","start_date":"2024-06-13"},"year":"2024","citation":{"chicago":"Jonas-Ahrend, Gabriela. “Teacher Shortage - Characteristics, Constraints, and Challenges: The Case of Germany,” 2024.","ieee":"G. Jonas-Ahrend, “Teacher shortage - characteristics, constraints, and challenges: The case of Germany,” presented at the 65th World Assembly - International Council on Education for Teaching, Braga/Portugal, 2024.","ama":"Jonas-Ahrend G. Teacher shortage - characteristics, constraints, and challenges: The case of Germany. In: ; 2024.","mla":"Jonas-Ahrend, Gabriela. <i>Teacher Shortage - Characteristics, Constraints, and Challenges: The Case of Germany</i>. 2024.","short":"G. Jonas-Ahrend, in: 2024.","bibtex":"@inproceedings{Jonas-Ahrend_2024, title={Teacher shortage - characteristics, constraints, and challenges: The case of Germany}, author={Jonas-Ahrend, Gabriela}, year={2024} }","apa":"Jonas-Ahrend, G. (2024). <i>Teacher shortage - characteristics, constraints, and challenges: The case of Germany</i>. 65th World Assembly - International Council on Education for Teaching, Braga/Portugal."}},{"status":"public","type":"book","language":[{"iso":"ger"}],"user_id":"220","department":[{"_id":"97"},{"_id":"643"},{"_id":"548"}],"_id":"55193","citation":{"chicago":"Hoffmann, Max, Joachim Hilgert, and Tobias Weich. <i>Ebene euklidische Geometrie. Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2024. <a href=\"https://doi.org/10.1007/978-3-662-67357-7\">https://doi.org/10.1007/978-3-662-67357-7</a>.","ieee":"M. Hoffmann, J. Hilgert, and T. Weich, <i>Ebene euklidische Geometrie. Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2024.","ama":"Hoffmann M, Hilgert J, Weich T. <i>Ebene euklidische Geometrie. Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik</i>. Springer Berlin Heidelberg; 2024. doi:<a href=\"https://doi.org/10.1007/978-3-662-67357-7\">10.1007/978-3-662-67357-7</a>","short":"M. Hoffmann, J. Hilgert, T. Weich, Ebene euklidische Geometrie. Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik, Springer Berlin Heidelberg, Berlin, Heidelberg, 2024.","bibtex":"@book{Hoffmann_Hilgert_Weich_2024, place={Berlin, Heidelberg}, title={Ebene euklidische Geometrie. Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik}, DOI={<a href=\"https://doi.org/10.1007/978-3-662-67357-7\">10.1007/978-3-662-67357-7</a>}, publisher={Springer Berlin Heidelberg}, author={Hoffmann, Max and Hilgert, Joachim and Weich, Tobias}, year={2024} }","mla":"Hoffmann, Max, et al. <i>Ebene euklidische Geometrie. Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik</i>. 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Algebraisierung, Axiomatisierung und Schnittstellen zur Schulmathematik","author":[{"orcid":"0000-0002-6964-7123","last_name":"Hoffmann","id":"32202","full_name":"Hoffmann, Max","first_name":"Max"},{"last_name":"Hilgert","id":"220","full_name":"Hilgert, Joachim","first_name":"Joachim"},{"first_name":"Tobias","orcid":"0000-0002-9648-6919","last_name":"Weich","id":"49178","full_name":"Weich, Tobias"}],"date_created":"2024-07-12T08:36:42Z","publisher":"Springer Berlin Heidelberg","date_updated":"2024-08-08T08:05:30Z"}]