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Paper Citation Record · LEDGER

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability

As of 9 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2607.01247.

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

pith.paper-citation-record.v1
2607.01247 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-04T00:42:49.944512Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

13 of 13 outbound references displayed

  • verified exact4
  • verified fuzzy9
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 618ce6ce-845f-46d3-8c81-6aa6a877908b · outbound

This paper cites Towards LLM-based Autograding for Short Textual Answers.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Towards LLM-based Autograding for Short Textual Answers

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:49:17.388797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:d02322b87d02100c0c2c0afe8dd61ade86bc5c60baff6e80ff0eaa6c52a6d511

Observation ccae7c6d-a8b7-42e1-a36f-49d816a34cc8 · outbound

This paper cites Using large language models for automated grading of student writing about science,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Using large language models for automated grading of student writing about science,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.635160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:b14b177233f7453aa1e8c13d3327e02716f3da1850cbdce831070a0224c79d23

Observation 7c3b1a62-687a-4935-839f-55d909d70859 · outbound

This paper cites College exam grader using llm ai mod- els,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability College exam grader using llm ai mod- els,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.628576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:ec42042d110e7448b4018c8e9c2072cc0c3133b6829fbafaad4756c77b385184

Observation 2f8446fa-f1ea-4cb5-b9a8-4d1b277ae1d8 · outbound

This paper cites Automating autograding: Large language models as test suite generators for introductory pro- gramming.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Automating autograding: Large language models as test suite generators for introductory pro- gramming

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.621735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:e78af22daee1dbe49cbf210ce8e70ae71f45a3aeaed2f6445ea448ccb5c5934a

Observation b71c70d2-7ca9-4baa-ba4f-0d89f6128324 · outbound

This paper cites Automated grading approach for open-ended stem answers using llm,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Automated grading approach for open-ended stem answers using llm,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.617712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:50d7db7232b49171ea688d9edd92b14ce0ae33fe42ad45e07ce63454698a7cbc

Observation 2b20b035-3218-47aa-a0f6-ff25ff7a5c5e · outbound

This paper cites Automated Feedback in Math Education: A Comparative Analysis of LLMs for Open-Ended Responses.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Automated Feedback in Math Education: A Comparative Analysis of LLMs for Open-Ended Responses

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:49:17.382450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:9c6cf70a1e52530100db04a1979a6ec6ef7bb622869dd2dc077f3594f6627962

Observation 585637f7-72c8-4ced-a001-2df313b247eb · outbound

This paper cites Personalized auto-grading and feedback system for constructive geometry tasks using large language models on an online math platform,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Personalized auto-grading and feedback system for constructive geometry tasks using large language models on an online math platform,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.619716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:c4543fea3143c21409af1cfd2ebab2e8d9aab427c59ba96288a5c8b62daacc35

Observation 61a8ec69-949e-4366-a833-c99e04b5ae0d · outbound

This paper cites Automatic short answer grading in the llm era: Does gpt-4 with prompt engineering beat traditional models?.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Automatic short answer grading in the llm era: Does gpt-4 with prompt engineering beat traditional models?

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.631048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:a40d1b17d0a9ae06e9a9391d8d74759ff6641af6f684f7792c16fe6afb63ea1f

Observation 27b1bd53-f72b-4aa2-a6ae-6f34f8bbfbb5 · outbound

This paper cites Large language models for education: A survey and outlook,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Large language models for education: A survey and outlook,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.632991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:3df458d46001bc26585fb7c894618bb5e9511b227377d33b5fb5193e690dc1b4

Observation ab666cbc-9d9a-4407-9e8b-8ec35c94070e · outbound

This paper cites Llm agents for education: Advances and applications.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Llm agents for education: Advances and applications

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:49:17.398167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:266cff8d703ef53955d90551872829c096e8a17ff7c1f3da1b53b20c4c1f7f82

Observation aaa79d31-60ec-49ef-89b7-d094e4855a69 · outbound

This paper cites A LLM-Powered Automatic Grading Framework with Human-Level Guidelines Optimization.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability A LLM-Powered Automatic Grading Framework with Human-Level Guidelines Optimization

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:49:17.392619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:4bde75e45666157a23d43b83dd881a07363d6ed0eff2c0d337be8abfb833efc5

Observation 5081081a-e9ca-4d10-bf4d-47294e576371 · outbound

This paper cites Llm-based automated grading with human-in-the-loop,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Llm-based automated grading with human-in-the-loop,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.626462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:1763553096d4606fc69f78aebf630425da638e5f19aa204fd10cbdaa8dfd292e

Observation 32acaac5-5a76-4952-aace-9a3a8a24272f · outbound

This paper cites Grade like a human: Rethinking automated assessment with large language models,.

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability Grade like a human: Rethinking automated assessment with large language models,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-04T23:00:11.617905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-04T00:42:49.944512Z digest=sha256:d566ac538ff2de0762e941fcbe64315d205b05af8361e2046fc7d0dc0329194b

Pith citing papers

No inbound Pith citation observations are available.