Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T19:31:06.268613Z
Paper Citation Record · LEDGER
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System
As of 8 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2512.00331.
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
14 of 14 outbound references displayed
- verified exact2
- verified fuzzy0
- unresolved12
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fc04b5b4-36a5-4560-93b6-41be9afefa0d · outbound
This paper cites Generative large language models for dialog-based tutoring: An early consideration of opportunities and concerns,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Generative large language models for dialog-based tutoring: An early consideration of opportunities and concerns,
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.232620Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db11e406-3b65-42c5-ac73-bc6d07ee235b · outbound
This paper cites Advancing generative intelligent tutoring systems with GPT-4: Design, evaluation, and a modular framework for future learning platforms,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Advancing generative intelligent tutoring systems with GPT-4: Design, evaluation, and a modular framework for future learning platforms,
Reference 2
- Resolution
- verified exact
- doi, observed 2026-08-03T19:33:24.963790Z
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 7a017e56-73bc-4448-8469-5aa3ce1edfef · outbound
This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.239069Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd752f1f-dfea-43c6-8562-d68f35c74a7a · outbound
This paper cites Lpitutor: an LLM based personalized intelligent tutoring system using RAG and prompt engineering,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Lpitutor: an LLM based personalized intelligent tutoring system using RAG and prompt engineering,
Reference 4
- Resolution
- verified exact
- doi, observed 2026-08-03T19:33:24.747654Z
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 ed8bc2b2-e5e2-4fff-a57a-8f57a33de717 · outbound
This paper cites Memorybank: Enhancing large language models with long-term memory,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Memorybank: Enhancing large language models with long-term memory,
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.244773Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f74baa5e-f543-4cce-8dfc-049bb2f7ff5b · outbound
This paper cites MemGPT: Towards LLMs as Operating Systems.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System MemGPT: Towards LLMs as Operating Systems
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.247318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e48516f-1307-43b1-837e-735e3182bdbf · outbound
This paper cites Evaluating very long-term conversational memory of LLM agents,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Evaluating very long-term conversational memory of LLM agents,
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.250307Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9994adb6-e234-4f1a-946f-c0964c669423 · outbound
This paper cites DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.253227Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d442819-d4a0-4419-893d-1381685d4a3d · outbound
This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.255968Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da68d583-5178-472e-b5c8-99eac532f31b · outbound
This paper cites CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.258618Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3cb0b4e-3ac6-4e99-929a-bcf263b99fdd · outbound
This paper cites Knowledge tracing: Modeling the acquisition of procedural knowledge,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Knowledge tracing: Modeling the acquisition of procedural knowledge,
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.261198Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f6d068e-58dd-47d3-81b8-8a711d66dc98 · outbound
This paper cites an unresolved cited work.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.263497Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af451218-4452-4454-97b7-bb170d215c66 · outbound
This paper cites Educationq: Evaluating LLMs’ teaching capabilities through multi-agent dialogue framework,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System Educationq: Evaluating LLMs’ teaching capabilities through multi-agent dialogue framework,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.266277Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08b55096-ffaf-4d97-94cd-e3e1f21a3212 · outbound
This paper cites From generation to judgment: Opportunities and challenges of LLM-as-a-judge,.
CogEvo-Edu: Cognitive Evolution Educational Multi-Agent Collaborative System From generation to judgment: Opportunities and challenges of LLM-as-a-judge,
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T19:31:06.268613Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.