Pith. sign in

Paper Citation Record · LEDGER

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education

As of 16 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:2504.04815.

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

pith.paper-citation-record.v1
2504.04815 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T21:06:19.625247Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:49:21.414501Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T10:20:15.871986Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact11
  • verified fuzzy11
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9de39258-f50e-4a29-a020-c29d96d3adfd · outbound

This paper cites How AI is shaping the future of education.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education How AI is shaping the future of education

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.525784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:0dcac2e5580c5140431bac4a1ffb604e480abdef7585707c0cca393cf00b014c

Observation 3939ca3c-aa77-452c-b24e-e6191202263c · outbound

This paper cites GPT-4 Technical Report.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education GPT-4 Technical Report

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-22T21:07:08.007326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:bcc64e0f664f0ca199cf9e20f16fb67405e21ae4aeddbe2ee1cc319f0ce6cfc5

Observation db8eb375-1b9e-4789-b048-7dc609fe9349 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Gemini: A Family of Highly Capable Multimodal Models

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-22T21:07:07.999687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:964b2b2792988906b25fbb3d2368867568bb2dd243316e79d626d00dc6168c13

Observation 13a9dfeb-c65c-4d18-9511-158616a23eb0 · outbound

This paper cites AI for Education (AI4EDU): Advancing personalized education with llm and adaptive learning.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education AI for Education (AI4EDU): Advancing personalized education with llm and adaptive learning

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.521539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:b6797d999e4487e5b022a04cefb49313018a0e30bc52cc427707d025db559527

Observation 7e608ebb-e114-4573-897b-e96a11167a4d · outbound

This paper cites Bringing Generative AI to Adaptive Learning in Education.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Bringing Generative AI to Adaptive Learning in Education

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.015104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:984aecfbccc612d256472e7023d83881454084dbff7ff2852d087637f2f7edaf

Observation 643f221c-cd95-4a1e-b41a-06822b7d853b · outbound

This paper cites Foundation models for education: Promises and prospects.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Foundation models for education: Promises and prospects

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.517863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:5f65c1c32983351e3a49512d16566fbd6ef012b68a655e58508d1f241fa39a47

Observation f1e9fab0-75f1-4344-a7e4-f0c8d53ac34b · outbound

This paper cites Artificial intelligence-based stem education.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Artificial intelligence-based stem education

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.533254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:76096967d1ef043e4c59dc066549ddd238152d4e0919c8bede607e1bdecb7d2a

Observation 36580134-3f84-4a6d-a180-aa9bb4b452cb · outbound

This paper cites PhysicsAssistant: An LLM-Powered Interactive Learning Robot for Physics Lab Investigations.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education PhysicsAssistant: An LLM-Powered Interactive Learning Robot for Physics Lab Investigations

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.021552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:7fdb93527f25d3315e26d917606cd166af8eed8578f5006d9f197749d8440e60

Observation 66679533-7763-475b-ab83-7c951fecd6d1 · outbound

This paper cites Generative AI as a learning buddy and teaching assistant: Pre-service teachers’ uses and attitudes.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Generative AI as a learning buddy and teaching assistant: Pre-service teachers’ uses and attitudes

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.028153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:1c373c388f2dd1104d88e4af601cce665dc5639e05d0156d557304fff3d02b66

Observation 98ef0503-a98f-4605-82e3-1fe73202fe6a · outbound

This paper cites Improving collaborative learning perfor- mance based on llm virtual assistant.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Improving collaborative learning perfor- mance based on llm virtual assistant

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.529814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:383683013f313d32e73ba8eed0e34ecc3459876a2f6a68a6d88a826db417301a

Observation 94773aec-bc69-40f2-a4a7-e80c173038a0 · outbound

This paper cites A Systematic Assessment of OpenAI o1-Preview for Higher Order Thinking in Education.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education A Systematic Assessment of OpenAI o1-Preview for Higher Order Thinking in Education

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.040576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:3c64c0bd8f2906516637d7ecaafff2337e8ebe76935d01147c156438ce6a639f

Observation 390d35a6-4fc2-44a6-a133-1c6dff515802 · outbound

This paper cites Large Language Models for Education: A Survey and Outlook.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Large Language Models for Education: A Survey and Outlook

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.065300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:5e1bf8ba56f48f3c0a30d11c75335b02a2c90beabba81531e656f1a9ae2e8c3a

Observation e4e4b70a-237d-403d-8d62-ad41ba189f6d · outbound

This paper cites Attention is all you need.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Attention is all you need

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.556271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:5a5d050c2cb152b39d8bdc83067eee196c19b8a445c4c041c87a10b67d8d64d4

Observation 28a35022-eeaf-4d46-b38f-af8cf9da0e3e · outbound

This paper cites BERT: Pre- training of deep bidirectional transformers for language understanding.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education BERT: Pre- training of deep bidirectional transformers for language understanding

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.545238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:0f6f9cd4ebef9c970f256816c855b41c0826dd51de7f3b8c0fc512c3005a5916

Observation 89b099a9-4cf2-4d78-aa30-c2a44d0e9e5e · outbound

This paper cites PaLM 2 Technical Report.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education PaLM 2 Technical Report

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-22T21:07:08.058712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:93dba1f8840f6c0258b5134a2a28bb398f44585649ddb37e325c485b5299eaf6

Observation cea72437-ae70-4c05-92bf-b32be803eb91 · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-22T21:07:08.052518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:224c0a15c18334d4b10c3d6e2ad81b1ac3d4e59a6bf6bf5d207707e758aaef0e

Observation bd07d68d-6253-41d2-a943-830a486b6b25 · outbound

This paper cites Realizing Visual Question Answering for Education: GPT-4V as a Multimodal AI.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Realizing Visual Question Answering for Education: GPT-4V as a Multimodal AI

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.034506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:cc920099244df3a9fc51cfa54a5e2adef134fc4a5b9183ebcc7e32bd8aaa4738

Observation 0b1bf27d-bb5d-40e1-8706-9d9995ea62a6 · outbound

This paper cites Leveraging Language Models for Emotion and Behavior Analysis in Education.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Leveraging Language Models for Emotion and Behavior Analysis in Education

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:07:08.046789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:aab15fd6978083f624c154fdf89e0eadf8bb9508bfe400f782dd9bc2a2e724fb

Observation 4fab8dc6-2ab0-4292-8466-7d7d57054474 · outbound

This paper cites Large language models understand and can be enhanced by emotional stimuli.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Large language models understand and can be enhanced by emotional stimuli

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.552704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:9ece17aaad4b8e3a5d1ddf9931fcd2e80495d2c4a89064e2f6bfecbbbf5a3de9

Observation 23781b2c-eefe-4db1-9938-c38036c3ab99 · outbound

This paper cites ECG-based automated emotion recognition using temporal convolution neural networks.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education ECG-based automated emotion recognition using temporal convolution neural networks

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.537021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:0faf3c0ffadbe2b57beecf8f8c2ecace56ee4b708e9c0de6a97955140d5b5b8b

Observation 997e9e18-ca5d-458f-bcfb-d862886bca66 · outbound

This paper cites A novel exploitative and explorative GWO-SVM algorithm for smart emotion recognition.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education A novel exploitative and explorative GWO-SVM algorithm for smart emotion recognition

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.549219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:641e1d304e86c4d493d8faa7a856b52d5d16b7d1417a439306b8af29db129836

Observation 04e12c43-6ff4-4faa-aaca-9f4f5365c638 · outbound

This paper cites Beyond the geodesic approximation: conser- vative effects of the gravitational self-force in eccentric orbits around a schwarzschild black hole.

Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education Beyond the geodesic approximation: conser- vative effects of the gravitational self-force in eccentric orbits around a schwarzschild black hole

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T21:07:08.541018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-22T21:06:19.625247Z digest=sha256:09aec4dbfb017ff35454b1e2f1712c3f51c8d874ac0638603841c72e52eaa5f4

Pith citing papers

Observation 57026219-8317-4b5f-9847-1767f23083e4 · inbound

When Models Know More Than They Can Explain: Quantifying Knowledge Transfer in Human-AI Collaboration cites this paper.

When Models Know More Than They Can Explain: Quantifying Knowledge Transfer in Human-AI Collaboration Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:20:15.989673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T10:20:07.057949Z digest=sha256:4db291cdbb3bfc3736cf4aafd58c3365c403f4456f159af82341e2b361306cce

Observation 38ec3adb-77df-4e75-a01a-74920eac1d2e · inbound

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning cites this paper.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T17:49:21.414501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:49:21.414501Z digest=sha256:f7fb83e86506febb5368c0ffd1cde5e7e2aa101d39c09448d30063b27f8e104d