Paper Citation Record · LEDGER

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration

As of 7 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2507.21382.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.21382 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:52:48.102261Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

verified exact1
verified fuzzy22
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a43242ee-6f18-47be-9f3d-950bdee77e25 · outbound

This paper cites an unresolved cited work.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:49.215367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b7abf774-5237-4a51-a28d-e34cc22e1f01 · outbound

This paper cites Architectural mismatch: Why reuse is still so hard,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Architectural mismatch: Why reuse is still so hard,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.174786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9ba441a8-4b28-406a-b75a-48f9b589fa3c · outbound

This paper cites Unveiling the Role of ChatGPT in Software Development: Insights from Developer-ChatGPT Interactions on GitHub,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Unveiling the Role of ChatGPT in Software Development: Insights from Developer-ChatGPT Interactions on GitHub,

Reference 3

Resolution: verified exact; raw_fallback, observed 2026-08-06T12:52:48.488676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5d745a95-c1a2-45fc-a474-b747045a4536 · outbound

This paper cites A systematic review of the limitations and associated opportunities of ChatGPT,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration A systematic review of the limitations and associated opportunities of ChatGPT,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.144301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9131db4f-0f34-4528-9166-8ebeeb7e1918 · outbound

This paper cites Siren’s Song in the AI Ocean: A Survey on Hallucination in Large Language Models,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Siren’s Song in the AI Ocean: A Survey on Hallucination in Large Language Models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.117422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f36f9b78-65e8-47d0-8b68-1ee183bc6615 · outbound

This paper cites MARE: Multi-Agents Collaboration Framework for Requirements Engineering.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration MARE: Multi-Agents Collaboration Framework for Requirements Engineering

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:47.860768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26abe68d-5dd9-4600-abbb-89a3e862916a · outbound

This paper cites LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.093915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c783c350-dea4-4645-8937-86bb08742d5c · outbound

This paper cites Towards detecting LLMs hallucination via markov chain-based multi-agent debate framework,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Towards detecting LLMs hallucination via markov chain-based multi-agent debate framework,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.070367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 08e5b99e-da02-45cd-9989-6911eb05ec94 · outbound

This paper cites Improving factuality and reasoning in language models through multiagent debate,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Improving factuality and reasoning in language models through multiagent debate,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.046519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1b13dc1d-e464-4082-9e5e-b5695bab90e8 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:47.900332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f6d403e-eaa3-464a-916f-04d668f235dc · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:47.907389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbddca5c-5e9e-43de-9750-766b55984aaa · outbound

This paper cites Knowledge-based multi-agent framework for automated software architecture design,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Knowledge-based multi-agent framework for automated software architecture design,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.025619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fda9e961-15fc-4878-9550-69cdda349e2f · outbound

This paper cites Shaw and D.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Shaw and D

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:49.002987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8af7a072-b311-4bd1-864d-1b29bff736e0 · outbound

This paper cites Software architecture in practice: Challenges and opportunities,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Software architecture in practice: Challenges and opportunities,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.973381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c356782d-9773-4899-8bf8-3f25b136f2f7 · outbound

This paper cites The architecture analysis & design language (AADL): An introduction,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration The architecture analysis & design language (AADL): An introduction,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.940342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9cb1ff6f-8281-4f8c-a085-632996e7fc5f · outbound

This paper cites A classification and comparison framework for software architecture description languages,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration A classification and comparison framework for software architecture description languages,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.906877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 19397454-9b2c-45d9-9f90-1cb7c06f927b · outbound

This paper cites an unresolved cited work.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:48.866098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 73fd7c0c-d5de-46c1-bf63-78de6a96bb05 · outbound

This paper cites Evans, Domain-Driven Design: Tackling Complexity in the Heart of Software.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Evans, Domain-Driven Design: Tackling Complexity in the Heart of Software

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.842237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ac6ab753-6dd6-4d20-84b1-08b6a2559b5d · outbound

This paper cites ATAM: Method for architecture evaluation,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration ATAM: Method for architecture evaluation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.789685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 27b734a1-f76a-41e6-8710-2ebcf006a5f7 · outbound

This paper cites Towards human-bot collaborative software architecting with chatgpt,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Towards human-bot collaborative software architecting with chatgpt,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.759979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 56b618b9-5121-4b9f-a651-979b1d61bbfe · outbound

This paper cites Generative AI for Software Architecture. Applications, Challenges, and Future Directions.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Generative AI for Software Architecture. Applications, Challenges, and Future Directions

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:47.986601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3d65d06-470f-4beb-a60d-404a4bd48b7b · outbound

This paper cites Software Architecture Meets LLMs: A Systematic Literature Review.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Software Architecture Meets LLMs: A Systematic Literature Review

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:47.996656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda06af2-45b5-4cd1-aab3-1cffba6fb3a5 · outbound

This paper cites From requirements to architecture: An ai-based journey to semi-automatically generate software architectures,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration From requirements to architecture: An ai-based journey to semi-automatically generate software architectures,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.727607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 73fc9849-5efd-4c44-bcac-1962bc54beed · outbound

This paper cites Can LLMs Generate Architectural Design Decisions? -An Exploratory Empirical study.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Can LLMs Generate Architectural Design Decisions? -An Exploratory Empirical study

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:48.012690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8822d70-011e-4b70-bcb0-64f909d765c2 · outbound

This paper cites The 4 + 1 view model of architecture,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration The 4 + 1 view model of architecture,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.693298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 98f1cf31-151c-4ef5-9c47-3534227c2499 · outbound

This paper cites An Evaluation of Requirements Modeling for Cyber-Physical Systems via LLMs.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration An Evaluation of Requirements Modeling for Cyber-Physical Systems via LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:48.029091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 389a8d9c-309a-4610-835b-527bd66f579d · outbound

This paper cites Pure: A dataset of public requirements documents,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Pure: A dataset of public requirements documents,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.670647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 20d04633-355c-4544-8223-3b54a2a39a46 · outbound

This paper cites Intelligent program synthesis framework and key scientific problems for embedded software,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Intelligent program synthesis framework and key scientific problems for embedded software,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.652129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a2a4279b-6686-4ad1-b83f-d89684f06251 · outbound

This paper cites Gpt-4 technical report,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Gpt-4 technical report,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.629597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 89b295aa-f3b9-4524-a3e7-89f0216ef3bc · outbound

This paper cites The Llama 3 Herd of Models.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration The Llama 3 Herd of Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:48.055963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8bbf497-db33-438d-9081-447d8510dd7f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:48.063450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d42c706-5a08-4e27-8ddd-4167535599ef · outbound

This paper cites Wohlin, P.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Wohlin, P

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.604901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7b38b9ae-aa64-4fb5-ba60-bee027d41c6a · outbound

This paper cites Replication Package for the Paper: MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Replication Package for the Paper: MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.572523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ca7df9c8-9f86-4881-943c-d52076d33739 · outbound

This paper cites an unresolved cited work.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:48.548468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0a3532e0-6079-4293-8155-244e0b3f790d · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:48.089458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dd28edb-9ef0-4937-a920-0f9b174d667c · outbound

This paper cites Do Large Language Models Contain Software Architectural Knowledge? An Exploratory Case Study with GPT,.

MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Do Large Language Models Contain Software Architectural Knowledge? An Exploratory Case Study with GPT,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:48.513169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.