Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T04:20:32.803391Z
Paper Citation Record · LEDGER
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring
As of 4 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2510.23477.
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 2026-08-03T06:30:56.289259+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
21 of 21 outbound references displayed
- verified exact1
- verified fuzzy14
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 85f6eb2d-e240-48b1-81a6-2f25a687c835 · outbound
This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 1
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-18T04:20:52.008591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 65fd326c-2958-4502-b266-f928e1d046ef · outbound
This paper cites Exploring LLMs for Predicting Tutor Strategy and Student Outcomes in Dialogues.
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 2026-08-03T06:30:56.289259+00:00.
Observation 7d75fde8-7087-4c7d-ae37-517f84a36cd0 · outbound
This paper cites MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-18T04:20:51.997169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 903d27d4-c38b-4d4f-b4bd-efb181730ea5 · outbound
This paper cites Guided by a care- fully crafted prompt, the model is instructed to identify pivotal steps in the problem-solving process.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Guided by a care- fully crafted prompt, the model is instructed to identify pivotal steps in the problem-solving process
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.916952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 0045fe06-df07-4d6c-aa95-e0715f98a1bc · outbound
This paper cites This pair consists of the timestamp for thecritical stepitself and the timestamp for theimmediately preceding step.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring This pair consists of the timestamp for thecritical stepitself and the timestamp for theimmediately preceding step
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.930727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation cba160a0-7ce3-4c94-947b-572870678f4a · outbound
This paper cites an unresolved cited work.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-05-18T04:20:52.928291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 62c4b19f-62fb-47d0-8a89-d4c280ce5032 · outbound
This paper cites Each extractedpair of candidate framesis subjected to a rigorous manual review by our annotators.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Each extractedpair of candidate framesis subjected to a rigorous manual review by our annotators
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.921863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 803ad3fd-dbbd-4319-a8a1-638ce765ca16 · outbound
This paper cites an unresolved cited work.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-18T04:20:52.926252Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 284bfdf1-da1b-46c1-9b82-b67d59f36c22 · outbound
This paper cites Theprevi- ous stepand thecritical stepshould be tightly connected; the only difference is whether the key equation is present.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Theprevi- ous stepand thecritical stepshould be tightly connected; the only difference is whether the key equation is present
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.907034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 9daf8ea4-6952-458a-a050-c0e13ba536ac · outbound
This paper cites Requirement.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Requirement
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.909421Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 99c1c918-eae3-409f-9124-33e893ee5e61 · outbound
This paper cites an unresolved cited work.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-18T04:20:52.911731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a13130ee-15a7-47d9-820c-b256b8189a5d · outbound
This paper cites an unresolved cited work.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-18T04:20:52.919422Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b9744360-7017-4a41-ae40-24d456923f28 · outbound
This paper cites Exclude • Writing only the problem number/title.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Exclude • Writing only the problem number/title
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.889269Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5cfba4bb-31ae-4c87-ae9d-09c8e9068360 · outbound
This paper cites We compute theStructural Similarity Index (SSIM)(Wang et al., 2004) score between every pair of consecutive frames.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring We compute theStructural Similarity Index (SSIM)(Wang et al., 2004) score between every pair of consecutive frames
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.933253Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 053aae63-bae5-4700-b375-22bd3c96c3ad · outbound
This paper cites This transforms the video into an initial, con- densed sequence of static images that summa- rizes the visual progression of the solution.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring This transforms the video into an initial, con- densed sequence of static images that summa- rizes the visual progression of the solution
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.914230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 20448eaf-11ff-46b1-8f97-719c2e9e851c · outbound
This paper cites Our annotation team meticulously reviews the automatically generated sequence of representative frames.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Our annotation team meticulously reviews the automatically generated sequence of representative frames
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.897093Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 115a2f4d-e752-4618-b167-6638b1525385 · outbound
This paper cites We first employ Gemini-2.0-Flash to process the subtitles and isolate the core mathematical problem-solving steps relevant to each key- step frame.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring We first employ Gemini-2.0-Flash to process the subtitles and isolate the core mathematical problem-solving steps relevant to each key- step frame
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.891843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 517c6747-72db-4eeb-980c-6f4b406a748d · outbound
This paper cites These criteria are then combined with the requirements for two general dimen- sions (BrevityandCoherence) to create a preliminary six-dimensional rubric.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring These criteria are then combined with the requirements for two general dimen- sions (BrevityandCoherence) to create a preliminary six-dimensional rubric
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.902796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1c1859c6-b28c-4a22-93e4-9508b2e05445 · outbound
This paper cites Our annotators metic- ulously review each scoring criterion, per- forming corrections, additions, or deletions as needed.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring Our annotators metic- ulously review each scoring criterion, per- forming corrections, additions, or deletions as needed
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.899971Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3511dca6-4ecb-4bc2-a7bf-975f078ae1b0 · outbound
This paper cites What should I do now?.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring What should I do now?
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.923965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 9c8ebf56-7515-4662-90ff-f400bd3f08cd · outbound
This paper cites • Student’s current point of confusion.
MMTutorBench: The First Multimodal Benchmark for AI Math Tutoring • Student’s current point of confusion
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T04:20:52.894595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Pith citing papers
No inbound Pith citation observations are available.