Paper Citation Record · LEDGER

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2603.09692.

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

pith.paper-citation-record.v1
2603.09692 v2

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-15T00:06:13.080253Z

measured 24 of 24 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

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0d98b4d2-8529-4bf1-912c-7dddf932ebb3 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Training Verifiers to Solve Math Word Problems

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 083057bf-0203-466d-b895-602d44b80fab · outbound

This paper cites Ethayarajh, K., Choi, Y ., and Swayamdipta, S.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Ethayarajh, K., Choi, Y ., and Swayamdipta, S

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee7540c8-8f63-48a8-bad6-7d558c04ebd4 · outbound

This paper cites The Llama 3 Herd of Models.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e7f9b2e-0c96-4fa3-bd84-eb6400477347 · outbound

This paper cites Olmo 3.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Olmo 3

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7838a5d-0272-46af-8d43-e341a6a4eaa1 · outbound

This paper cites cc/paper_files/paper/2023/file/ 07fbde96bee50f4e09303fd4f877c2f3- Paper-Conference.pdf.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning cc/paper_files/paper/2023/file/ 07fbde96bee50f4e09303fd4f877c2f3- Paper-Conference.pdf

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25265eba-ab37-4ea1-a698-2dcbe664d3b1 · outbound

This paper cites Qwen2.5 Technical Report.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Qwen2.5 Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 863d58be-0f57-451e-bc99-0b9119a549b8 · outbound

This paper cites cc/paper_files/paper/2023/file/ a85b405ed65c6477a4fe8302b5e06ce7- Paper-Conference.pdf.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning cc/paper_files/paper/2023/file/ a85b405ed65c6477a4fe8302b5e06ce7- Paper-Conference.pdf

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25dc03f1-94f0-4579-ae1b-b36f78773547 · outbound

This paper cites Proximal Policy Optimization Algorithms.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Proximal Policy Optimization Algorithms

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 829414d6-bb3a-455f-9ab4-e051a2a264ac · outbound

This paper cites Stiennon, N., Ouyang, L., Wu, J., Ziegler, D., Lowe, R., V oss, C., Radford, A., Amodei, D., and Chris- tiano, P.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Stiennon, N., Ouyang, L., Wu, J., Ziegler, D., Lowe, R., V oss, C., Radford, A., Amodei, D., and Chris- tiano, P

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e07e1cfe-bc72-41ae-a91a-2dc160a6f3d8 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Gemma: Open Models Based on Gemini Research and Technology

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86afc6dd-58c1-43ff-9680-84ebcc97f96c · outbound

This paper cites Walsh, E.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Walsh, E

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e87eca4-e863-4cd4-86c3-3abb63f6616d · outbound

This paper cites findings-emnlp.620/.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning findings-emnlp.620/

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ab3130-f1f2-422b-a77b-7f5811aa0271 · outbound

This paper cites Qwen3 Technical Report.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Qwen3 Technical Report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39101dca-d1f2-4d61-8ef3-cf5c3932d534 · outbound

This paper cites URL https://www.sciencedirect.com/ science/article/pii/S0306457325004893.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning URL https://www.sciencedirect.com/ science/article/pii/S0306457325004893

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f14b99f7-fe05-4f63-8304-f3d6601e9f3c · outbound

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

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Instruction-Following Evaluation for Large Language Models

Reference 15

Resolution: malformed identifier; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84575c24-59ae-4c7e-94a3-93679248c840 · outbound

This paper cites an unresolved cited work.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c47abd9-4c49-49df-bb00-1c6c041458af · outbound

This paper cites •No uncertainty expression indicate confidence.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning •No uncertainty expression indicate confidence

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c25db5-7978-4d12-a142-3178eec1b23e · outbound

This paper cites an unresolved cited work.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3870f95c-2624-4daa-854c-18b12a1c1f49 · outbound

This paper cites an unresolved cited work.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e1fda09-b028-4c39-af8c-29069e534ade · outbound

This paper cites Reflect on whether any of these hallucination types are present in the response, and take them into account when assigning your rating.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Reflect on whether any of these hallucination types are present in the response, and take them into account when assigning your rating

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59b812e8-35c6-4044-803b-5c9839d5862e · outbound

This paper cites an unresolved cited work.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8cd33d7-8160-471a-b6c2-2d3e1faba81b · outbound

This paper cites an unresolved cited work.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 120ca102-e06a-4c1b-bd51-3bab20168449 · outbound

This paper cites 3.Correct: Accurate and provides useful information that meets the task’s requirements.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning 3.Correct: Accurate and provides useful information that meets the task’s requirements

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244eab1d-e644-4aea-b944-518ea6f4ddc5 · outbound

This paper cites an unresolved cited work.

ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-15T00:06:13.080253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.