Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:05:38.909811Z
Paper Citation Record · LEDGER
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision
As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2506.22656.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
Reference resolution
23 of 23 outbound references displayed
- verified exact0
- verified fuzzy18
- unresolved5
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cd578f64-0008-4267-8eec-d3db041f7c96 · outbound
This paper cites Research directions in requirements engineering.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Research directions in requirements engineering
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:42.035342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2e188baa-8c64-43cb-aaf0-c797f386844b · outbound
This paper cites Requirements engineering: a roadmap.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Requirements engineering: a roadmap
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:41.898782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 24ca3548-1a4c-44fd-9228-4383b39b2c5c · outbound
This paper cites Software engineering programs are not computer science programs.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Software engineering programs are not computer science programs
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:41.757854Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 56624338-2e53-4ff8-bbd0-0351e84808ae · outbound
This paper cites MARE: Multi-Agents Collaboration Framework for Requirements Engineering.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision MARE: Multi-Agents Collaboration Framework for Requirements Engineering
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:05:37.001253Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8bd1b71-d13a-47d5-b24d-73be4798c083 · outbound
This paper cites Software Requirements Engineering Methods and Practices.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Software Requirements Engineering Methods and Practices
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:41.628917Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b6afffe8-254f-4446-9039-3708e021b398 · outbound
This paper cites An Evaluation of Requirements Modeling for Cyber-Physical Systems via LLMs.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision An Evaluation of Requirements Modeling for Cyber-Physical Systems via LLMs
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:05:37.166982Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30c8808c-b805-4147-96cc-8109141930e9 · outbound
This paper cites Source code summarization in the era of large language models.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Source code summarization in the era of large language models
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:41.493729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0ce1ebce-b21a-424c-a03f-655ec0cc26bd · outbound
This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision WebArena: A Realistic Web Environment for Building Autonomous Agents
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:05:37.391071Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b71c4b25-505e-4ab8-ad86-355fe034910b · outbound
This paper cites Chatdev: Communicative agents for software development.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Chatdev: Communicative agents for software development
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:41.344164Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a60adb62-6c2f-410a-ba3a-64c01008c2b2 · outbound
This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:05:37.566351Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 398151f0-3b02-4ab6-ac80-a1aa9ffcf70c · outbound
This paper cites Gpt-engineer, 2023.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Gpt-engineer, 2023
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:41.197692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 17c77c19-3df8-4361-84a2-26bc64991237 · outbound
This paper cites Autogpt, 2023.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Autogpt, 2023
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:40.983431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 69b70fa3-0163-4caa-a044-f0d8b4735e8d · outbound
This paper cites Gpt-powered elicitation interview script generator for requirements engineering training.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Gpt-powered elicitation interview script generator for requirements engineering training
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:40.768913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bd1cff4c-7f53-468a-b561-5ca3e7c748f4 · outbound
This paper cites Multi-label requirements classifica- tion with large taxonomies.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Multi-label requirements classifica- tion with large taxonomies
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:40.578287Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 64c8eb24-02b5-4df1-b8c7-05cc4c3004b3 · outbound
This paper cites Using llms in software requirements specifications: An empirical evaluation.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Using llms in software requirements specifications: An empirical evaluation
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:40.385983Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54e400e1-498b-42cb-8e74-ead9d9b43c2d · outbound
This paper cites Automated smell detection and recommendation in natural language requirements.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Automated smell detection and recommendation in natural language requirements
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:40.207856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5b2aa70b-d2d5-46bd-9d3f-b275757cd97e · outbound
This paper cites Blackboard systems.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Blackboard systems
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:40.014138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 88b22abb-6778-4d41-b64e-110457a984c5 · outbound
This paper cites https://github.com/lenve/javadoc, 2020.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision https://github.com/lenve/javadoc, 2020
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:39.820689Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0cc6a897-cbcf-43a9-a483-4ce390773410 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Chain-of-thought prompting elicits reasoning in large language models
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T22:05:38.476878Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6563ba3-d19d-4f54-b132-a640f577be37 · outbound
This paper cites Tree of thoughts: Deliberate problem solving with large language models.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Tree of thoughts: Deliberate problem solving with large language models
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:39.657384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61034c59-8f49-4448-a0f5-8a994c056b27 · outbound
This paper cites Gpt-4 technical report.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision Gpt-4 technical report
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:39.479439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3b700590-2af0-45b1-b1f5-f69fd4090b97 · outbound
This paper cites https://openai.com/.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision https://openai.com/
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:39.296482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 47a0ecb4-cc9b-44f6-b2b1-6baa34a1df23 · outbound
This paper cites https://anonymous.4open.
Knowledge-Guided Multi-Agent Framework for Automated Requirements Development: A Vision https://anonymous.4open
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T22:05:39.135484Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.