Paper Citation Record · LEDGER

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues

As of 9 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2507.06910.

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

pith.paper-citation-record.v1
2507.06910 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:57:29.279041Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T04:20:32.803391Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T04:20:51.999662Z

Reference resolution

40 of 40 outbound references displayed

verified exact6
verified fuzzy3
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 96bdf12a-332c-4f95-9f2b-8221c00bb2ee · outbound

This paper cites Jacobs, and Sidney K.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Jacobs, and Sidney K

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:57:29.824443Z

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 8fcce7c2-f54d-49e1-b72a-1ebb0641d076 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.818051Z

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 bd5bab8f-6075-4daf-9813-2bdd273c4df2 · outbound

This paper cites Koedinger, and Vincent Aleven.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Koedinger, and Vincent Aleven

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.165966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff4d8788-0421-47be-aaae-6d88d63a3c36 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.811559Z

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 61510603-5388-430f-ad8d-580718410b0d · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.804524Z

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 5b804e03-6c85-41f7-90da-db057b3d1ac5 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.176735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d19a1a42-31ac-4350-817f-9e0e34772106 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.180461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 422a2ffe-b2d2-46f5-a7e0-2de9bb8d0c6d · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.182717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8609c54d-1a72-447c-bd31-5f59caa92f08 · outbound

This paper cites The Llama 3 Herd of Models.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.185390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9b28bc5-3af2-4a0e-a60e-4c9e5bd2c6e1 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.188533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8869914-70ea-4d1c-be41-016916987301 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T18:57:29.336680Z

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 2a09ad26-8d61-495b-8852-ef7ca03841c8 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.789374Z

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 60170f54-7653-4d9f-9184-a2ced840d4ab · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.199316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c5c54dc-303e-4e17-8f4b-a0a48ca1470b · outbound

This paper cites Knowledge Tagging System on Math Questions via LLMs with Flexible Demonstration Retriever.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Knowledge Tagging System on Math Questions via LLMs with Flexible Demonstration Retriever

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:57:29.610612Z

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 41d311b5-982f-43b6-8b09-6d698ee249e2 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.782303Z

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 5b42f148-870d-40c6-ab07-a39787ed6d44 · outbound

This paper cites Do LLMs Make Mistakes Like Students? Exploring Natural Alignment between Language Models and Human Error Patterns.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Do LLMs Make Mistakes Like Students? Exploring Natural Alignment between Language Models and Human Error Patterns

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:57:29.598176Z

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 72b07ecd-c40d-48fd-8e14-b54d27daf496 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.774731Z

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 4fbe9f9f-8d89-475e-9167-2aef82da3d69 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.767265Z

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 2bae23ce-6f6e-410c-b17c-a612af951b3e · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.216579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7de79ee7-00e5-46b5-88df-367fec4a87d2 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.219821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2321eaf-18a4-4af0-a270-ef0635e38a21 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.759873Z

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 14f9a91f-919d-4f75-adca-1a2739cca127 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.751606Z

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 66dfb16e-1468-4643-a06a-7c829beaf46d · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.745021Z

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 6bf4a3af-6f39-4130-9d2c-b5b5b8d3af3c · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.737585Z

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 a914a6f8-2422-4128-bda4-ffe3a239eb8a · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.729995Z

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 1e43c78f-04cc-495f-81b2-b2151763e296 · outbound

This paper cites Baker, and Andrew Lan.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Baker, and Andrew Lan

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:57:29.723454Z

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 c0058098-8de9-4e30-ad43-ee2448502d0c · outbound

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

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Training LLM-based Tutors to Improve Student Learning Outcomes in Dialogues

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.239631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ab3f7a8-dd5a-4696-bbd9-b6bb91da5873 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.242245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff578517-783b-4cbc-b866-e160d3bc8212 · outbound

This paper cites Martin, and Tamara Sumner.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Martin, and Tamara Sumner

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:57:29.716665Z

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 6d0177c3-acea-4a28-aa26-66d9347f241c · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-06T18:57:29.321918Z

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 58099689-5479-45b4-b749-0ef6399f4c8f · outbound

This paper cites LearnLM: Improving Gemini for Learning.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues LearnLM: Improving Gemini for Learning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.250342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc78b129-45d5-48cb-b26c-3c426ab84912 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 32

Resolution: verified exact; doi, observed 2026-08-06T18:57:29.311561Z

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 ae859615-53a2-46f0-b0b4-eab29ac154cd · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.709583Z

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 f287969a-180f-497d-b2df-c765bcbe2c39 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 34

Resolution: verified exact; doi, observed 2026-08-06T18:57:29.301137Z

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 e690f319-755a-483a-b044-cd348e8a484c · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:57:29.701640Z

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 8b6b608d-3e5c-4593-b2e5-b3d42c64ae33 · outbound

This paper cites Tutor CoPilot: A Human-AI Approach for Scaling Real-Time Expertise.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Tutor CoPilot: A Human-AI Approach for Scaling Real-Time Expertise

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.265829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1202602a-de28-442f-a1f7-9c6b9e34a123 · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.269617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 523e08a5-ce49-4f9e-b9b4-8a23621375b8 · outbound

This paper cites an unresolved cited work.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.272580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4796f4b-13cb-416a-9636-173edb41adb4 · outbound

This paper cites online" 'onlinestring :=.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues online" 'onlinestring :=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.274935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 260be9d3-e854-4a27-bf9b-009e73859762 · outbound

This paper cites write newline.

Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues write newline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T18:57:29.279041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 65fd326c-2958-4502-b266-f928e1d046ef · inbound

MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring cites this paper.

MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:20:52.003509Z

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.