Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:05:00.794998Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 0 inbound Pith citation observations for arXiv:2501.06581.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:05:00.794998Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
70 of 70 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d3a9b40c-5c50-4581-8e53-19abf78f741a · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 10 November 2024 from www.statista.com/statistics/183995/ us-college-enrollment-and-projections-in-public-and-private-institutions (2023)
Reference 1
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Unavailable: canonical work link unavailable.
Observation 1b874d2e-18c8-4867-93b2-4baa85b94e85 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 20 August 2024 from www.mymajors
Reference 2
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Unavailable: canonical work link unavailable.
Observation 687c60fe-bcf9-4c85-be32-35f7558a51b2 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Plant Sci
Reference 3
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Unavailable: canonical work link unavailable.
Observation e4c73ccb-b818-409d-b568-4ae10eeb9841 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 20 August 2024 from www
Reference 4
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Unavailable: canonical work link unavailable.
Observation 49c30210-f660-4ac8-93e6-313e033c6a4b · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 10 November 2024 from nces.ed.gov/programs/coe/indicator/cmd/ education-expenditures-by-country (2023)
Reference 5
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Unavailable: canonical work link unavailable.
Observation 45831070-64a7-4673-9952-e8f54b776492 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 10 November 2024 from www.bestcolleges.com/ research/college-students-doubt-major-choice-survey (2024)
Reference 6
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Unavailable: canonical work link unavailable.
Observation 47c67808-0266-4d9c-85e1-9bd784d474f4 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic 2 The colleges recommended to the 65 experiment users, encoded in the binary program rec- ommendation matrix M R,P
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42b7f0bf-6ae1-4cbf-aa0b-4006df621ead · outbound
Recommending the right academic programs: An interest mining approach using BERTopic SIGCSE Bulletin 40(1), 402–406 (2008)
Reference 8
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Unavailable: canonical work link unavailable.
Observation 469c3867-b5c1-4053-8e0e-df11f4845192 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 20 August 2024 from www.ziprecruiter.com/blog/regret-free-college-majors (2022)
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ea29612-0650-4bb0-9c6f-3a30076ef21c · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Policy insights from the behavioral and brain sciences 3(2), 220–227 (2016)
Reference 10
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Unavailable: canonical work link unavailable.
Observation 634aad94-6302-4453-ba36-623bfdc55f82 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic European Journal of 30 Fig
Reference 11
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Observation bafe6641-59f4-4217-81ec-d15cc35a6353 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Decision Sciences 55(1), 7–16 (2024)
Reference 12
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Unavailable: canonical work link unavailable.
Observation 10f83dc0-dce6-4554-9985-f6ddd7f92dbb · outbound
Recommending the right academic programs: An interest mining approach using BERTopic International Journal of Information Technology and Electrical Engineering 3(4), 128–132 (2020)
Reference 13
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Unavailable: canonical work link unavailable.
Observation 3f7e15ef-ae62-4016-9d9f-66cfb8e00dac · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: 2nd International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), pp
Reference 14
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Unavailable: canonical work link unavailable.
Observation f39a8522-07aa-484e-a7b0-9cc629f2068c · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Decision Support Systems 142, 113470 (2021)
Reference 15
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Unavailable: canonical work link unavailable.
Observation 8ed71a79-52c3-4de3-b2ed-d82c7007ef27 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic International Journal of Applied Information Systems 4(8), 38–42 (2012)
Reference 16
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Unavailable: canonical work link unavailable.
Observation c29bda5b-eaeb-4949-b56d-cf125a9f714a · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Decision Sciences Journal of Innovative Education 11(1), 77–105 (2013)
Reference 17
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Unavailable: canonical work link unavailable.
Observation 25966ca8-e170-450f-9ddb-28c102ec0cd8 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Applied Sciences 12(24), 12525 (2022)
Reference 18
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Unavailable: canonical work link unavailable.
Observation f2738edb-d262-4e26-948a-f06955c75dce · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Weiss, G., Chen, Y., Leeds, D.D.: A college major recommendation system
Reference 19
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Unavailable: canonical work link unavailable.
Observation f7fd9094-d84f-4fc7-9440-694eab766a95 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: International Joint Conference on Computa- tional Intelligence (IJCCI) (2019)
Reference 20
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Unavailable: canonical work link unavailable.
Observation 6923b898-3a30-42de-9618-c364cfc50342 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Companion Proceedings of the Web Conference 2018, pp
Reference 21
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Unavailable: canonical work link unavailable.
Observation dc08a66e-b6b8-4856-b13a-aeb1312dfcd8 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic International Journal of Advanced Computer Science and Applications 7(3), 166–175 (2016)
Reference 22
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Unavailable: canonical work link unavailable.
Observation 68e14c23-a53f-4faf-bb4e-dd4ee9661607 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of the 10th ACM Conference on Recommender Systems, pp
Reference 23
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Unavailable: canonical work link unavailable.
Observation 8022b064-c792-499a-9a05-2f23ff69d429 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of the International Conference on Web Intelligence, pp
Reference 24
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Unavailable: canonical work link unavailable.
Observation 30a94e9a-b00d-4aaf-a8c9-8448805a8410 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: International Conference on Computer 32 Supported Education, vol
Reference 25
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Unavailable: canonical work link unavailable.
Observation e0a8e694-45fe-4b37-82e0-aa8407ca8dc3 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of the Tenth International Conference on Learning Analytics & Knowledge, pp
Reference 26
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Unavailable: canonical work link unavailable.
Observation 7a877ff9-42f4-4b72-abf5-fb3302fe77f5 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic European Journal of Information Systems 25, 289–302 (2016)
Reference 27
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Unavailable: canonical work link unavailable.
Observation 8ca1521a-2f2d-433e-8c84-87e57b12b32d · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Information Systems 112, 102131 (2023)
Reference 28
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Unavailable: canonical work link unavailable.
Observation 5c5730cf-f28a-4d7e-92b4-bb6ad156d055 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic International Journal of Modern Education and Computer Science 9(7), 50 (2017)
Reference 29
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Unavailable: canonical work link unavailable.
Observation f7f71839-7059-41e9-bd10-0be729ec869b · outbound
Recommending the right academic programs: An interest mining approach using BERTopic IEEE Transactions on Knowledge & Data Engineering 34(03), 1427–1445 (2022)
Reference 30
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Unavailable: canonical work link unavailable.
Observation 51e7c768-3872-4691-a79f-911541a63b02 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of the Seventeenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, pp
Reference 31
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Unavailable: canonical work link unavailable.
Observation 2d2393f8-1022-4f8e-aad2-96672acad3a6 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp
Reference 32
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Unavailable: canonical work link unavailable.
Observation de528631-3127-48f7-9e41-251e455f5eeb · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Journal of Machine Learning Research 3(Jan), 993–1022 (2003)
Reference 33
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Unavailable: canonical work link unavailable.
Observation 388ba8dd-8aa0-4402-9056-7e665622d6cc · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Advances in neural information processing systems 13, 535–541 (2000)
Reference 34
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Unavailable: canonical work link unavailable.
Observation 4180243b-16b2-4401-8135-d3d245a46706 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Top2Vec: Distributed Representations of Topics
Reference 35
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Unavailable: canonical work link unavailable.
Observation f54c7831-829e-45e8-bc0c-388e2e726ee7 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic BERTopic: Neural topic modeling with a class-based TF-IDF procedure
Reference 36
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Unavailable: canonical work link unavailable.
Observation 46c4efd4-8b60-4025-8535-148b0db25094 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Cross-lingual Contextualized Topic Models with Zero-shot Learning
Reference 37
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Unavailable: canonical work link unavailable.
Observation 4a5009c7-c858-4262-b407-fed8b6ad01a7 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 38
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Unavailable: canonical work link unavailable.
Observation 3feb353d-4dae-4e2e-813f-cc2a3d8ae58c · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Topic Modelling Meets Deep Neural Networks: A Survey
Reference 39
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Unavailable: canonical work link unavailable.
Observation 10d989b6-e949-45e9-922c-fd3f9afac94c · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of Third International Conference on Communication, Computing and Electronics Systems: ICCCES 2021, pp
Reference 40
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Unavailable: canonical work link unavailable.
Observation 75806988-b614-4c64-bbe4-03850088486f · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Computer Graphics Forum, vol
Reference 41
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Observation 883033cd-5207-405c-88d7-2f717142c0f7 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic SpringerPlus 5(1), 1–22 (2016)
Reference 42
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Unavailable: canonical work link unavailable.
Observation d7c3ea0b-3bed-44b1-96cf-1de515c003b6 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Journal of Business Economics89(3), 327–356 (2019)
Reference 43
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Unavailable: canonical work link unavailable.
Observation 3b7c746d-5dcc-49fd-9984-d2a05ce3d4fd · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Materials Today: Proceedings 45, 5591–5596 (2021)
Reference 44
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Unavailable: canonical work link unavailable.
Observation 427855ee-9a88-4926-b5e2-e4c65e1d6c5f · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Frontiers in Sociology 7 (2022)
Reference 45
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Unavailable: canonical work link unavailable.
Observation 09486956-b060-405f-a308-dcc5484b0a58 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Reliability Engineering & System Safety 224, 108522 (2022)
Reference 46
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Unavailable: canonical work link unavailable.
Observation 82149305-6f4f-4be8-982a-b89fd6689fd7 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Frontiers in Computer Science 3, 775368 (2021)
Reference 47
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Observation 9e670133-8f49-4ed0-ba74-10d87c927917 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic International Journal of Computer Applications 47(11), 44–50 (2012)
Reference 48
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Unavailable: canonical work link unavailable.
Observation 456c7345-c7a6-428d-ac7a-3b56e93eae54 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceed- ings of the PAKDD 1999 Workshop on Knowledge Disocovery from Advanced Databases, vol
Reference 49
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Unavailable: canonical work link unavailable.
Observation c153354b-ecd4-4a46-aac6-492b6c342a94 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Business & Information Systems Engineering 63(6), 711–732 (2021)
Reference 50
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Unavailable: canonical work link unavailable.
Observation 544fee26-76b4-4a00-a599-7388a5cd38d6 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic (eds.): Recommender Systems Handbook, 3rd edn
Reference 51
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Observation f412ac89-3dc9-4f19-a582-e48f307b4298 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Information Systems 94, 101582 (2020)
Reference 52
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Unavailable: canonical work link unavailable.
Observation 6efe5576-289f-425c-8408-672218dff1f7 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic an application of BERTopic and zero-shot text classification
Reference 53
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Unavailable: canonical work link unavailable.
Observation 29d73c46-8354-4fc7-9a6f-ea02c4599588 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic NPJ Digital Medicine 6(1), 115 (2023)
Reference 54
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Unavailable: canonical work link unavailable.
Observation 0601cc8c-3b0c-40ae-9dad-073b7b85224c · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Applied Sciences 13(2), 797 (2023)
Reference 55
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Unavailable: canonical work link unavailable.
Observation ec97b9ab-004e-45e6-afb8-4ad29b8d17ad · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of NAACL- HLT, vol
Reference 56
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Unavailable: canonical work link unavailable.
Observation 54d9a779-3966-49eb-a6cd-4c65ac0ec141 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pp
Reference 57
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Unavailable: canonical work link unavailable.
Observation 55e6a729-6c3a-4276-9e17-8db7b669f8fb · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 20 August 2024 from www.crummy.com/software/BeautifulSoup/bs4/doc (n.d.)
Reference 58
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Unavailable: canonical work link unavailable.
Observation 7cb9af3d-c2db-4279-9f3d-a29b1ed940b7 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic O’Reilly Media, Inc., ??? (2009)
Reference 59
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Unavailable: canonical work link unavailable.
Observation 9a972860-e924-45fe-8649-c497da2e8342 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Journal of Machine Learning Research 12, 2825–2830 (2011)
Reference 60
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Unavailable: canonical work link unavailable.
Observation e173bc41-e87d-4f01-bab3-51975f43ed32 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Accessed 20 August 2024 from github.com/amueller/word cloud (2009)
Reference 61
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Unavailable: canonical work link unavailable.
Observation af0ee3af-fd50-41b3-8f00-4bab8e71bddf · outbound
Recommending the right academic programs: An interest mining approach using BERTopic User Modeling and User-Adapted Interaction 31, 591–627 (2020)
Reference 62
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Unavailable: canonical work link unavailable.
Observation 290b2cf3-b042-46f3-b6c4-501d3f2c3095 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Recommender Systems Handbook, pp
Reference 63
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Unavailable: canonical work link unavailable.
Observation 4349da9b-be13-4f96-8875-8f992443d428 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic ACM Transactions on Intelligent Systems and Technology 14(5) (2023)
Reference 64
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Unavailable: canonical work link unavailable.
Observation d189ee96-b4db-4aad-971e-dc59cc07bd65 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic The VLDB Journal 31, 431–458 (2022)
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 135c667d-5876-4da2-bfbb-da567965052c · outbound
Recommending the right academic programs: An interest mining approach using BERTopic User Modeling and User-Adapted Interaction, 1–50 (2023)
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0e5e9109-99ff-4cc0-9cb5-fef0e1f18152 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Ricci, F., Rokach, L., Shapira, B
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1c658096-18dc-47f4-9362-64e195b2f069 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Bias and Debias in Recommender System: A Survey and Future Directions
Reference 68
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Unavailable: canonical work link unavailable.
Observation 5d29775f-9766-44b6-94ed-d7886b5b8e9b · outbound
Recommending the right academic programs: An interest mining approach using BERTopic In: Ramzan, N., Zwol, R., Lee, J.-S., Cl¨ uver, K., Hua, X.-S
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1edcf253-ecec-4077-a2de-97627f5cda91 · outbound
Recommending the right academic programs: An interest mining approach using BERTopic Trustworthy Recommender Systems
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.