Pith. sign in

Paper Citation Record · LEDGER

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors

As of 23 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2507.10579.

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

pith.paper-citation-record.v1
2507.10579 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:24:51.592831Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T10:14:47.847705Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:49:41.841998Z

Reference resolution

19 of 19 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved14
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e694d70-2d3d-454e-9b78-b60a7faa519f · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:53.538218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:50.968304Z digest=sha256:cafc3998df0820c4d1f4e88306ba43edb8fecff6214636ce4a597cb0b977cf35

Observation ce7049fa-39ec-4f2c-9584-56ede4f940af · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:53.305405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.099220Z digest=sha256:08e4422e68cdb9919f49ad4b095de33e0ed24ff59e0385d5d58480592b950b56

Observation c6ac01d2-7ad5-4875-b78d-dfe588659ba7 · outbound

This paper cites Dialogue Response Ranking Training with Large-Scale Human Feedback Data.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Dialogue Response Ranking Training with Large-Scale Human Feedback Data

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T18:24:51.849568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:50.453024Z digest=sha256:8d0809071da6b0800f9da89b8dcaf80f57b9878afa55c9eb8a9938a24868f27e

Observation a9a055ea-a941-4172-938c-0ddcc444ee2c · outbound

This paper cites GPT-4o System Card.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors GPT-4o System Card

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T18:24:50.499702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:24:50.499702Z digest=sha256:4d90c963e44b303783f00bfbbe7c8434d90593ddbb997d891a054a7c180468ce

Observation a54dc12c-2842-4801-a114-b4dcf6982742 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T18:24:50.643464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:24:50.643464Z digest=sha256:d0325a91de9b9b0004b19b9de490be424c1cce4b57a3f09a6afa27d2b72fde56

Observation 12bca7a3-c46d-44bd-bc27-59a2d98f6629 · outbound

This paper cites In Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors In Proceedings of the 20th Workshop on Innovative Use of NLP for Building Educational Applications

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:24:53.824737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:50.724982Z digest=sha256:eb0ea1617ea20cc2bbf967910655ec97a92b29bb201f7d6f5242a27eed69d746

Observation 0a41ef50-d759-4198-b332-79900ce715d7 · outbound

This paper cites The BEA 2023 Shared Task on Generating AI Teacher Responses in Educational Dialogues.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors The BEA 2023 Shared Task on Generating AI Teacher Responses in Educational Dialogues

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T18:24:50.784377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:24:50.784377Z digest=sha256:9fc4e1b55a2802e05cd5f9c4c15c8c7c15486191b7adf050285e96c7bc849b0e

Observation 3f1fd393-1ed8-4229-8015-79f6e8d36901 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:53.658183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:50.875532Z digest=sha256:7e8b65cefd7a68332d9ce2f7d7bda64c17a4e8e19ee40fec3e30b16505e8bd16

Observation e785ca51-1333-4c4d-a13c-a09edbd8cf22 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:53.430242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.056641Z digest=sha256:458e7163969c02fc632a69c7383dafb089d041ccf42491375a0f64209adc8368

Observation 5aaa344d-19b6-4fde-9b61-f56d95aa7922 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:53.121536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.180615Z digest=sha256:659ef06d8a6520403b893470878d3d8cc55e249829d39cd292f79fe7146935d8

Observation 46749651-fd4e-45a8-8d48-f69d460e78a7 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:53.031079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.254294Z digest=sha256:945c1ad9deaef11e4223af0766da195c5764d076a891e4df7db41351138331c7

Observation 176124ca-99d7-4012-8ce2-cc415231871d · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 14

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T18:24:52.932346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.335895Z digest=sha256:7815dadf5289a0f65214e81603559846a6ba8feaee19b3d5c7557c6e5a5dbc3a

Observation 9b6c1803-a5f6-45ac-9447-47e0c1bfdd6e · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 15

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T18:24:52.836925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.404559Z digest=sha256:e4a99d6d8726b7b5c1dee846aa9605da7e0f5a8c1970dc79886a8c6b29ad7362

Observation 5e0884f0-2f69-4b94-be78-ce3a5a384807 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:52.714371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.445166Z digest=sha256:0fbb91bcbe98dce32ce793ea16c881c7fb106fac2ab5dfb1b2c1da27b9f9c6bf

Observation 93602b29-b2f9-41e9-8a5d-eae391e6b412 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:52.561091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.489978Z digest=sha256:914a525319348e9bd272f53a0ffa5dedd7c61a2663155d50cfc1ff6a30dc3c3b

Observation 01d897e7-639e-4821-ac31-9931f67f4481 · outbound

This paper cites an unresolved cited work.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:24:52.394052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.542203Z digest=sha256:34b2adc2a4ac9c9891d5f47cc673ab6d4c8b5a35b5dae994670d1670d85e2cfa

Observation 262829c4-792f-41be-952e-472196c2e451 · outbound

This paper cites To some extent.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors To some extent

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:24:52.116784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T18:24:51.592831Z digest=sha256:bd8a59d9d9ebd261880e476277e4e377433b98d5130d937d35c2e0df6846baa8

Observation 7c248d8b-b901-40c0-abed-42216b766c35 · outbound

This paper cites Stepwise Verification and Remediation of Student Reasoning Errors with Large Language Model Tutors.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Stepwise Verification and Remediation of Student Reasoning Errors with Large Language Model Tutors

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-06T18:24:50.360599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:24:50.360599Z digest=sha256:1da11021e3c7c3db9a565557d9a84b637bac27ea9d476ec1bb65dc157ae1cf75

Observation 6f10557a-9a5f-4ce6-ade9-b946e4a6ea8d · outbound

This paper cites Qwen Technical Report.

Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors Qwen Technical Report

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T18:24:27.697455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:24:27.697455Z digest=sha256:3a34bcf3c90d1c3f740805c53244eab38bf8594c31e6bd1058ad920e6369ac55

Pith citing papers

Observation 2ee1d47f-c49f-4d94-bc21-28ed8578c226 · inbound

Curiosity as Linguistic Intervention: Using LLM Tutoring Dialogues to Influence Exploratory Learning Behavior cites this paper.

Curiosity as Linguistic Intervention: Using LLM Tutoring Dialogues to Influence Exploratory Learning Behavior Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-04T08:49:41.843337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-26T10:59:41.345239Z digest=sha256:612eb4d124a01ec479d72f9ac3bbd72fefaa4535e2a8f054e76566517e17a2d6

Observation f44cb329-8501-4e88-a4e3-e880200f83f3 · inbound

Knowledge Distillation for Automated AI Tutor Evaluation cites this paper.

Knowledge Distillation for Automated AI Tutor Evaluation Findings of the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-14T10:14:47.847705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T10:14:47.847705Z digest=sha256:8adb33a6c20b27ffbf8e8e872edddd67f3ab1c5c178a4744ce8a205df9c99410