Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:25:41.132550Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 100 of 251 outbound references and 0 inbound Pith citation observations for arXiv:2608.11965.
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 2026-08-16T00:25:41.132550Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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
100 of 251 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c8c13e6f-db8e-47ef-981a-7539608900b1 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/Significant-Gravitas/Auto-GPT, gitHub repository, last accessed 11-02-2025
Reference 1
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Observation ebc0add4-e28b-44a7-a207-1dd3fd70f8b2 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/run-llama/llama_index, gitHub repository, last accessed 11-02-2025
Reference 2
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Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/microsoft/autogen, gitHub repository, last accessed 11-02-2025
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Observation 1baaf72b-f3af-4ec5-8ef6-8704b2e6daa2 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/microsoft/semantic-kernel, gitHub repository, last accessed 11-02-2025
Reference 4
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Observation d0fbbc16-78bd-403f-b091-95e7cdabbaf5 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/xlang-ai/OpenAgents, gitHub repository, last accessed 11-02-2025
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Observation 5bab7c35-7a71-45c3-a1c1-ffc2bc17cfd6 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
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Observation b1160bd5-5ee8-4508-b8aa-2eee7b13f32c · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/camel-ai/camel, gitHub repository, last accessed 11-02-2025
Reference 17
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Observation 562c4b7e-c4a5-465a-adfa-04604f209445 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/langgenius/dify, gitHub repository, last accessed 11-02-2025
Reference 18
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Observation 851c893b-9e29-4570-98ae-5f82e897df65 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/FlowiseAI/Flowise, gitHub repository, last accessed 11-02-2025
Reference 19
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Observation ff9aef5c-4f91-4b1f-81fc-047f8e4aa0d1 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/kreneskyp/ix, gitHub repository, last accessed 11-02-2025
Reference 20
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Unavailable: canonical work link unavailable.
Observation c234b684-a11f-48eb-8ca5-e70392a07081 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Houghton Mifflin Boston
Reference 21
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Observation 6b7d9b60-6b1b-4783-bd45-2a57b8059630 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report In: Bertolino A, Pascoal Faria J, Lago P, Semini L (eds) Quality of Information and Communications Technology, Springer Nature Switzerland, Cham, pp 161--176
Reference 22
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Observation ec65d720-3ed9-4f4f-819e-2d721db2814b · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Information and Software Technology 181:107678, doi:https://doi.org/10.1016/j.infsof.2025.107678, ://www.sciencedirect.com/science/article/pii/S0950584925000175
Reference 23
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Observation 8801ab0b-7e01-4adb-aaca-ba2f1f28613f · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report ://github.com/MDEGroup/LLMs-based-MAS-ReplicationPackage
Reference 24
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Observation b10ace75-d933-4091-8237-2b9d100b40b3 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/deepset-ai/haystack, gitHub repository, last accessed 11-02-2025
Reference 25
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Observation f33eb81a-00cb-4f42-b502-b3e9ddf71f3a · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/agno-agi/agno, gitHub repository, last accessed 11-02-2025
Reference 29
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Observation b7575084-f400-4d66-8d03-134550123810 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report In: The Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11, 2024, OpenReview.net, ://openreview.net/forum?id=2Rwq6c3tvr
Reference 30
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Observation 01ecde4e-f5c9-4c1d-a9bf-f6b8102c855d · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Lawrence Erlbaum Associates, ://books.google.it/books?id=4C49CGkNxLAC
Reference 31
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Observation 54d362ec-d71e-4e99-bb7b-d6f111889825 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report In: Proceedings of the 40th International Conference on Machine Learning, JMLR.org, ICML'23
Reference 40
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Observation 097b34a3-3398-43c2-8801-dc11dd1367e3 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report IEEE Software 12(6):42--50, doi:10.1109/52.469759
Reference 43
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Observation a04fcea1-78ff-4e11-bc06-01581d33eaa3 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
Reference 45
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Observation 4d3ec504-7782-44bf-9840-49efb410d487 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Journal of Systems and Software 212:112002, doi:https://doi.org/10.1016/j.jss.2024.112002, ://www.sciencedirect.com/science/article/pii/S0164121224000451
Reference 47
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Observation d56a06a7-646f-4b81-87ee-e01f8af84b04 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report In: Text Summarization Branches Out, Association for Computational Linguistics, Barcelona, Spain, pp 74--81, ://aclanthology.org/W04-1013/
Reference 48
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Observation 1482915b-b7b5-48c6-8972-adbaed3b04d6 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report doi:http://dx.doi.org/10.1016/j.redeen.2016.05.001
Reference 53
Source-reported events for the cited work
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Observation c50fde2d-57cf-4e2d-bacb-0fe9a84e5255 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report ://docs.softwareheritage.org/devel/swh-dataset/graph/dataset.html
Reference 57
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Observation e4b18e37-b5e8-437f-808b-7123e30eff6f · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
Reference 59
Source-reported events for the cited work
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Observation 8fdaa4e8-171d-4192-8e95-a103d0f30558 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report In: Proceedings of the 32nd International Conference on International Conference on Machine Learning - Volume 37, JMLR.org, ICML'15, p 2152–2161
Reference 60
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Observation efbf094a-9873-4574-a531-b28081c8cbaf · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Biometrika 52(3/4):591--611, ://www.jstor.org/stable/2333709
Reference 66
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Observation 296dfbb2-9326-454b-8cde-2c860fcbbace · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://botpress.com, last accessed: Mar 19, 2025
Reference 67
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Observation c9a01aac-e509-4a28-9ed3-be55b769b4aa · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/crewAIInc/crewAI, gitHub repository, last accessed 11-02-2025
Reference 68
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Observation cfec5c9d-f25c-4229-bf27-0e40d2aca952 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/langchain-ai/langchain, gitHub repository, last accessed 11-02-2025
Reference 69
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Observation 5c57c37e-0569-4999-bc3a-e12e7db1fbf4 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/geekan/MetaGPT, gitHub repository, last accessed 11-02-2025
Reference 70
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Observation e9037d00-1056-407d-8e90-c28f5275ff7d · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report https://github.com/huggingface/smolagents, gitHub repository, last accessed 11-02-2025
Reference 71
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Observation d6923873-fe6b-4446-9f62-c2eef990b954 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
Reference 72
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Observation fd14d406-6fe7-4fe9-990b-6e5a8bca428f · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Biometrics Bulletin 1(6):80--83, ://www.jstor.org/stable/3001968
Reference 75
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Observation e1c4580f-6539-4e6e-bd0e-4aa665852eca · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 76
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Observation cd498229-e755-4c4c-89ea-2a314b860c47 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Science China Information Sciences 68(2):121101, doi:10.1007/s11432-024-4222-0, ://doi.org/10.1007/s11432-024-4222-0, read\_Status: New Read\_Status\_Date: 2025-05-12T08:57:00.797Z
Reference 77
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Observation f0b328d8-eab7-4945-a3f7-92756bbb47ad · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Chain-of-Thought in Neural Code Generation: From and For Lightweight Language Models
Reference 78
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Observation 026bc5e5-79ba-4ea4-b129-399353847f63 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report 2005 , publisher=
Reference 83
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Observation 16149431-160e-4a55-a75b-6437047f4750 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report The Twelfth International Conference on Learning Representations,
Reference 84
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Observation b9ae3548-bdba-4634-a70f-9d82b8de5aa5 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report 2023 , eprint=
Reference 85
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Observation 5314abc1-7bc2-4cf6-83ed-999708d44d60 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Select, Prompt, Filter: Distilling Large Language Models for Summarizing Conversations
Reference 86
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Observation 30a8f669-6059-47d2-a16c-71366396e036 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report C hat D ev: Communicative Agents for Software Development
Reference 87
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Observation 1212be98-e2f5-4fc0-93c2-6feb4b3cec60 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Many hands make light work: An LLM-based multi-agent system for detecting malicious PyPI packages , journal =
Reference 88
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Observation b875806f-5639-426e-8d0d-43aeafb66640 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report ACM Trans
Reference 89
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Observation 779424a5-1168-4804-b69d-0defea44372d · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Guidelines for Empirical Studies in Software Engineering involving Large Language Models
Reference 90
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Observation c911e23d-3ba3-4a96-9fd4-e77dfce1fbe2 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
Reference 91
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Observation ddb95fb0-c408-4630-a80f-60a44f194afb · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Privacy issues in Large Language Models: A survey , journal =
Reference 92
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Observation edb3d263-b8b9-4e87-b1e6-d258791620d5 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Security and privacy in LLMs: A comprehensive survey of threats and mitigation strategies , journal =
Reference 93
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Observation 47243bbf-84f2-4193-aa47-142568e64784 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Nguyen , keywords =
Reference 94
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Observation 9aa87084-9909-421f-9ea8-afb6139a70c1 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective , journal =
Reference 95
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Observation eb318186-d73d-4243-866b-84553a11557e · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report GCL: Group-shared continual learning fine-tuning for sparse LLMs , journal =
Reference 96
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Observation 17c3ecbb-3524-435a-90f8-0fb4a3ed2b51 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report doi:https://doi.org/10.4135/9781446280119 , year=
Reference 97
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Observation c369358a-7437-4947-b2aa-afdfffb59204 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report 2024 , eprint=
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Observation cb3fae2b-40c0-4320-af1c-4203e0993732 · outbound
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Observation 7e181e8a-3d80-4d63-9600-6b4f8c7e1b9a · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report European Journal of Management and Business Economics , DOI =
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Observation 1f41bb83-afed-4ad2-9325-6207b0877b0a · outbound
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Observation 54f75185-4f68-4128-9378-a9e67a1ba207 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
Reference 102
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Observation 73a4a87e-8b25-466d-ae73-37b1c41e18be · outbound
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Observation ba4f43f5-eaa9-4582-8239-a0fad98b093f · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Dataset —
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Observation 3ecd595b-58e1-4486-b492-1ee2fb743a98 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems , location =
Reference 105
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Observation fa1c7700-7063-472c-8681-6d891583d401 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Understanding the
Reference 106
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Observation 7c4f9c0f-a6a3-4e7e-b0d1-de0c66cafb3c · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Study the
Reference 107
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Observation 81339dcb-6553-4ffc-a052-9c09da4d2832 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report SIGSOFT Softw
Reference 108
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Observation 45677d5c-2fbf-4799-8044-10431f12386d · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Proceedings of the 1st ACM International Conference on AI-Powered Software , location =
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Observation c064134d-f024-4494-a7da-da0f32eab8df · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
Reference 110
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Observation f0d2b085-ad45-4ecc-9fb1-ace79b34100f · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
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Observation 26cbaff0-7d23-4291-833f-9c8e5d508019 · outbound
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Reference 112
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Observation 89f492d7-b60b-4d2f-aa1a-51e51e0fb515 · outbound
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Observation 2a2b4b4e-3bea-4282-9e49-0e71d5f01432 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Overcoming catastrophic forgetting in neural networks
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Observation 34293ac5-32a8-470d-8336-296ca87b1e78 · outbound
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Reference 115
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Observation 3a8655b9-ab6d-4c34-a1e2-523bb52cc7bd · outbound
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Reference 116
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Observation c62f141a-95c4-4ea7-9156-d8db286096e0 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report LLMs4OL: Large Language Models for Ontology Learning
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Observation 598fd136-8e34-4a8a-8df2-f606ef54fbf1 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Knowledge Enhanced Pretrained Language Models: A Compreshensive Survey
Reference 118
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Observation 26aa07b0-004e-42d2-a36d-4063744670d8 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Chain-of-
Reference 119
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Observation ae613c88-15df-401a-bf1d-c6a75d51b2e4 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report IEEE Transactions on Software Engineering , volume = 49, number = 4, pages =
Reference 120
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Observation 54c9e816-1d3c-4e62-bd28-dfc51254a275 · outbound
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Reference 121
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Observation 6fe6e9d5-44bb-420b-b126-a084b47755f6 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report A Survey on Machine Learning Techniques for Source Code Analysis
Reference 123
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Observation 4e710415-8473-4128-9452-a54247bdc833 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report Unresolved cited work
Reference 124
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Observation 89f195be-b3f6-43f1-9e14-1bf91f7f5a94 · outbound
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Reference 125
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Observation db1dd1d0-6315-4f42-b999-338baa497503 · outbound
Developing LLM-based Multi-Agent Systems in Software Engineering: A Mixed-Method Experience Report RouterBench: A Benchmark for Multi-LLM Routing System
Reference 126
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