Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2507.20335.

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

pith.paper-citation-record.v1
2507.20335 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:49:21.644093Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:23:33.769046Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:01:09.584619Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy14
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66e01e4c-5652-4b80-9103-bba8ff082b86 · outbound

This paper cites LLM-Generated Feedback Supports Learning If Learners Choose to Use It.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning LLM-Generated Feedback Supports Learning If Learners Choose to Use It

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:49:22.272593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

This paper cites Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education.

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.

Observation 64886cc5-3a70-435d-b909-7f10587ee41d · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.671445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8e2967f6-ffac-4cab-9793-f8bd96d073af · outbound

This paper cites Towards Adaptive Feedback with AI: Comparing the Feedback Quality of LLMs and Teachers on Experimentation Protocols.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Towards Adaptive Feedback with AI: Comparing the Feedback Quality of LLMs and Teachers on Experimentation Protocols

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.427289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcc3e9f9-f38c-43dc-a0cd-298014171c5f · outbound

This paper cites Pedagogical Alignment of Large Language Models.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Pedagogical Alignment of Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.432824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e39795a3-c404-4637-9fdb-b6398a01fc4b · outbound

This paper cites Giannakos, R.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Giannakos, R

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.656833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a50421e-838b-46d3-a8f5-30608db17f03 · outbound

This paper cites Mulyani, M.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Mulyani, M

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.643367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 178688b2-8fad-41ed-91b3-1339897f4d79 · outbound

This paper cites Scarlatos, D.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Scarlatos, D

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.626449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dec99e8a-6546-4a6d-8d0f-a14599ec5708 · outbound

This paper cites A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.454069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68b7058f-0a5e-4f3f-915f-2048a1603665 · outbound

This paper cites Choshen, L.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Choshen, L

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.606335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0e02af5b-954d-49f5-a2a7-24f4c78e7481 · outbound

This paper cites Engstrom, A.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Engstrom, A

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.593705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 61872322-1286-4d01-9f85-7de97a9a3eb3 · outbound

This paper cites Rafailov, A.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Rafailov, A

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.578533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 607ebe71-c281-4233-a216-8255388e18cd · outbound

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

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.478365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a68c30a6-af7c-47b1-a385-e6b2720a58f4 · outbound

This paper cites Ouyang, J.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Ouyang, J

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.561979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 18f1df59-46ca-4377-90ac-7324c22be09f · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.540565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f21dbb70-488e-4c17-9368-a1b0699fe39e · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.493678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8461056-ea3b-4813-83dc-8cbd54c4c6af · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.522697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3f663c65-2e99-4ef3-86a9-554925e526cb · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.507700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f7a1d859-ee58-4e16-be44-92f90c056081 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.514354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b367103d-7bfc-4701-bae0-c13b971bd4c9 · outbound

This paper cites Training LLM-based Tutors to Improve Student Learning Outcomes in Dialogues.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Training LLM-based Tutors to Improve Student Learning Outcomes in Dialogues

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.519442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2ac296b-b205-47d1-8e49-94f48dff9cff · outbound

This paper cites Dinucu-Jianu, J.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Dinucu-Jianu, J

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.524264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98e6fe54-05c6-48a1-905d-0d82d4dcb44e · outbound

This paper cites Lamsiyah, A.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Lamsiyah, A

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.489193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2aeb4127-734f-4e15-817d-8def4c89a69a · outbound

This paper cites InternLM2 Technical Report.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning InternLM2 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.533345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce00bea-83f9-4743-9290-830407a997d2 · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.476321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f8924a1-288e-44bf-840c-321ec9a93c9d · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.459765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 014bedde-12b8-41e5-bf23-781b665103d7 · outbound

This paper cites Nemotron-4 340B Technical Report.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Nemotron-4 340B Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.549901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0afd707b-334a-43bb-bf0d-837beb69c661 · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.440116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1aaf9866-1fee-4d72-97ce-06458a6fd3e5 · outbound

This paper cites Zheng, W.-L.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Zheng, W.-L

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.420659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0b0fe368-d295-448a-9533-242e7a44e490 · outbound

This paper cites LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c20838f1-8ced-44d1-86e9-96b40b7439ec · outbound

This paper cites Beyond Scalar Reward Model: Learning Generative Judge from Preference Data.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Beyond Scalar Reward Model: Learning Generative Judge from Preference Data

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.568476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5406e952-4b37-4599-b46d-a01751c6eb7f · outbound

This paper cites SLiC-HF: Sequence Likelihood Calibration with Human Feedback.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning SLiC-HF: Sequence Likelihood Calibration with Human Feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.572980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ce55210-5e2c-4944-bfcb-8702f0adce20 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.578293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0d77240-49ad-481b-b93b-7cca823df3c5 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.582632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 567f5faa-71ed-4b47-8661-c3bef91646b5 · outbound

This paper cites Qwen2 Technical Report.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Qwen2 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.586796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71ffd85b-3c44-4154-a22e-99d8528c787d · outbound

This paper cites Team, Qwen2.5: A party of foundation models (September 2024).

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Team, Qwen2.5: A party of foundation models (September 2024)

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.591001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5021aed3-9814-4ca6-94cc-483bbf3b2f95 · outbound

This paper cites Fawcett, An introduction to roc analysis, Pattern recog- nition letters 27 (8) (2006) 861–874.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Fawcett, An introduction to roc analysis, Pattern recog- nition letters 27 (8) (2006) 861–874

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.386089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 07fa3ce2-4cc5-4e6f-9530-0fa8ad907922 · outbound

This paper cites Cohen, Y.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Cohen, Y

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.368588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 380dd8df-51cb-4723-8a2e-cb698492138b · outbound

This paper cites an unresolved cited work.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:49:22.346847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9ec34574-3010-4cc9-994b-dac57b247f64 · outbound

This paper cites Abdi, The kendall rank correlation coefficient, Ency- clopedia of measurement and statistics 2 (2007) 508–510.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Abdi, The kendall rank correlation coefficient, Ency- clopedia of measurement and statistics 2 (2007) 508–510

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.323605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 25be1648-91b2-4aba-a80f-8a11d3210663 · outbound

This paper cites Zhang, Y.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Zhang, Y

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.306114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 491ac155-6b5a-4046-8136-df6da5b09214 · outbound

This paper cites Jiang, Z.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Jiang, Z

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36e84faa-3ceb-4458-96f5-6639ec75c266 · outbound

This paper cites Macina, N.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Macina, N

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.624403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 497ed2ef-f173-47b5-8aba-af731796d1ea · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.632747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09e1f0e1-eb56-4b0a-87ab-9e36dff96eee · outbound

This paper cites Huang, Y.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Huang, Y

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:49:22.289478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5234ad2d-9987-43b5-a7b2-f2c8c9e8329a · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning Instruction-Following Evaluation for Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T17:49:21.644093Z

Source-reported events for the cited work

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Pith citing papers

Observation 61a82909-27a4-41df-bf73-3a81be6e4539 · inbound

Relation Reasoning with LLMs in Expensive Optimization cites this paper.

Relation Reasoning with LLMs in Expensive Optimization Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:01:09.588572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e2129952-38fa-404b-88bf-33956db40192 · inbound

ELBench: A Multi-Dimensional Benchmark for Education-Facing Large Language Models cites this paper.

ELBench: A Multi-Dimensional Benchmark for Education-Facing Large Language Models Cultivating Helpful, Personalized, and Creative AI Tutors: A Framework for Pedagogical Alignment using Reinforcement Learning

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-11T15:23:33.769046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.