Paper Citation Record · LEDGER

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens

As of 15 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2501.03259.

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

pith.paper-citation-record.v1
2501.03259 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:37:26.956704Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy18
unresolved11
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65986069-e2dd-40f3-8cff-5f03a11cdf80 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens On the Opportunities and Risks of Foundation Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.842401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b25a8516-28f8-4362-8c15-8d0adfc35968 · outbound

This paper cites ChatGPT: Transforming the Future of AI,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens ChatGPT: Transforming the Future of AI,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.338739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d7fbf928-fbfd-4601-a33c-95023a200461 · outbound

This paper cites Claude 3.5: Introducing Sonnet,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Claude 3.5: Introducing Sonnet,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.325935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2ca811b8-10fe-4aeb-afcd-ddbd024ded83 · outbound

This paper cites Gemini: Revolutionizing AI with multimodal capabilities,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Gemini: Revolutionizing AI with multimodal capabilities,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.312284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dc6f69ef-2d50-424b-ae30-82df7156e7aa · outbound

This paper cites The llama 3 herd of models,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens The llama 3 herd of models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.283667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3f75da1e-5312-4654-80b4-e09210679334 · outbound

This paper cites Attention is all you need,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Attention is all you need,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.269093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1b375ad3-fb76-4115-b2b1-9385394a0166 · outbound

This paper cites Data-driven artificial intelligence in education: A comprehensive review,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Data-driven artificial intelligence in education: A comprehensive review,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.240213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 68f35590-4afe-43aa-81ae-952a06185448 · outbound

This paper cites Engineering education in the era of ChatGPT: Promise and pitfalls of generative AI for education,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Engineering education in the era of ChatGPT: Promise and pitfalls of generative AI for education,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.879050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b707e55-5296-4846-8c43-d385d66a8c0e · outbound

This paper cites Meet khanmigo: Khan academy’s ai-powered teaching assistant & tutor.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Meet khanmigo: Khan academy’s ai-powered teaching assistant & tutor

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.216359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d1517b18-be97-4c19-b59c-7bb61a6ec861 · outbound

This paper cites Teaching cs50 with AI,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Teaching cs50 with AI,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.268358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 891f52d6-cfd9-45ab-a0fa-7d71f8c8e8be · outbound

This paper cites Persistent Anti-Muslim Bias in Large Language Models.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Persistent Anti-Muslim Bias in Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.890389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28644128-31a0-4ab3-8117-183d584a8429 · outbound

This paper cites Ethical and social risks of harm from Language Models.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Ethical and social risks of harm from Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.894568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21ba5501-b395-4e30-8c6d-ef50b77eada0 · outbound

This paper cites Bias and Fairness in Chatbots: An Overview.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Bias and Fairness in Chatbots: An Overview

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.898713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1385def4-1cab-4665-b831-cf4705cd8e88 · outbound

This paper cites The Ghost in the Machine has an American accent: value conflict in GPT-3.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens The Ghost in the Machine has an American accent: value conflict in GPT-3

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.902620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 741611a9-85c2-4383-923b-eb15e084b815 · outbound

This paper cites Cultural Bias and Cultural Alignment of Large Language Models.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Cultural Bias and Cultural Alignment of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.906608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f5f03fa-c2c5-48ad-8585-dee088907142 · outbound

This paper cites Comparative theories and methods: between uniplexity and multiplexity,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Comparative theories and methods: between uniplexity and multiplexity,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.256191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation db501ec4-95e5-4c32-9d9c-01ff792fe342 · outbound

This paper cites A holistic education for the 21st century engineer based on wisdom and multiplexity,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens A holistic education for the 21st century engineer based on wisdom and multiplexity,

Reference 17

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T22:37:27.243314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation efb95a0e-dbb7-4930-8fd0-195ba21fe719 · outbound

This paper cites Educating for the AI era: Harnessing the wild genai horse through multiplex AI humanities and critical AI literacy,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Educating for the AI era: Harnessing the wild genai horse through multiplex AI humanities and critical AI literacy,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.229957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5fae9eed-bd5d-497f-b183-0e322230030f · outbound

This paper cites Training responsible engineers: Phronesis and the role of virtues in teaching engineering ethics,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Training responsible engineers: Phronesis and the role of virtues in teaching engineering ethics,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.215528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e30cd7c4-c59c-4c02-8ea3-c94ef2f210a3 · outbound

This paper cites Analyzing student prompts and their effect on chatgpt’s performance,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Analyzing student prompts and their effect on chatgpt’s performance,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.200803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d72aa717-7785-406b-8f99-ac13d84e2f23 · outbound

This paper cites Generative artificial intel- ligence and engineering education.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Generative artificial intel- ligence and engineering education

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.187629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7d7e8c22-668b-4b6f-992e-c91176b9de07 · outbound

This paper cites Reflections on AI.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Reflections on AI

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.174646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a9f52c99-0a1a-45e1-ad7a-2a172a9701bf · outbound

This paper cites AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.936860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89c01853-4498-4f29-9d45-d3891868b7b7 · outbound

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

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.940732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7efca3b2-7e48-4956-934b-7aa9328c9e79 · outbound

This paper cites Protagents: protein discovery via large language model multi-agent collaborations combining physics and machine learning,.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Protagents: protein discovery via large language model multi-agent collaborations combining physics and machine learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.162050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ad4e132a-5e85-4e99-b572-3515f7777961 · outbound

This paper cites Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Co-NavGPT: Multi-Robot Cooperative Visual Semantic Navigation Using Vision Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.948522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae85fae1-ddce-4d37-9244-2418accab4e5 · outbound

This paper cites MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T22:37:26.952612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8498ccdf-fb5f-4114-9141-e9de78f3c03f · outbound

This paper cites Camel: Communicative agents for “mind.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Camel: Communicative agents for “mind

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:27.148830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 13c50181-4ee8-4bb7-ad93-6ec69b8a480a · outbound

This paper cites Available: https://proceedings.neurips.cc/paper files/ paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Available: https://proceedings.neurips.cc/paper files/ paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.254068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bffd6da8-e67a-4bd2-9789-da173f782575 · outbound

This paper cites Available: https://deepmind.google/technologies/gemini/.

Toward Inclusive Educational AI: Auditing Frontier LLMs through a Multiplexity Lens Available: https://deepmind.google/technologies/gemini/

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:37:28.298087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.