Paper Citation Record · LEDGER

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering

As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2507.14406.

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

pith.paper-citation-record.v1
2507.14406 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:11:48.344521Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

35 of 35 outbound references displayed

verified exact0
verified fuzzy11
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f1616995-126d-4446-a362-b4ab637e1df2 · outbound

This paper cites write newline.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:11:44.775094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6ea6fde-b569-436d-a694-6cc6ced434e1 · outbound

This paper cites B., and Kulesza, T.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering B., and Kulesza, T

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:54.045166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c5cf21d0-4a81-407e-bfce-9c3e83da9363 · outbound

This paper cites and Mitchell, T.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering and Mitchell, T

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:53.797285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2ec9bb1-0a2a-4c9f-a5a3-f2275a8d5cac · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:53.591505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation adfb9781-3c2a-4fd6-992e-2134f84a0124 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:53.419689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 89396f8c-2453-4797-90e4-bdcde78b2e37 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:53.250140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1dfa0fd5-c9b5-45bc-a66d-23bf868a8656 · outbound

This paper cites Z., Creswell, J., Shetty, S., Sieniek, M., Spitz, T., Corrado, G., Kohli, P., Cemgil, T., and Karthikesalingam, A.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Z., Creswell, J., Shetty, S., Sieniek, M., Spitz, T., Corrado, G., Kohli, P., Cemgil, T., and Karthikesalingam, A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:53.068502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b8cc2712-159a-470f-80a3-49deac1ac03a · outbound

This paper cites and Wiener, Y.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering and Wiener, Y

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:52.869793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f91cd2d4-eff2-4fed-874c-4ec79cef43e1 · outbound

This paper cites and van der Schaar, M.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering and van der Schaar, M

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:52.714132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 136c0564-d521-49ec-b3bd-66f9c6ee2920 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:52.577837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 757ebe4e-3a20-444a-9cd9-71104094bf9a · outbound

This paper cites and El-Yaniv, R.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering and El-Yaniv, R

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:52.433861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1c807289-3ccb-4644-a3fa-2e5a0d8c50a0 · outbound

This paper cites The L lama 3 H erd of M odels.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering The L lama 3 H erd of M odels

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:52.275459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d760d84-beb0-4cd5-aa3a-b0146a00ba81 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:52.170193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8b1d8d46-5bf1-43c7-93c4-5fac1a67b0cd · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:52.051375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e49e60c7-f3df-4906-a556-b5d4ce2c20e9 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:51.928112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 47785bb5-a186-441a-96bd-00f8200cad42 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:51.738227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6e6768d9-d669-4a68-b85a-1ec836ae39c6 · outbound

This paper cites and Longbotham, R.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering and Longbotham, R

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:51.595284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eb203dff-43be-475e-a33e-c161d3c02eb9 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:51.416002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84fda9d5-6000-4b66-98fc-8610fb788fbf · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:51.220597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e9fcffdc-07d7-46dc-a003-fd6022ac76c4 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:51.056033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54dd710f-375a-4d0f-be23-b692b1fd7f71 · outbound

This paper cites L., Fei-Fei, L., Hajishirzi, H., Zettlemoyer, L., Liang, P., Candès, E., and Hashimoto, T.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering L., Fei-Fei, L., Hajishirzi, H., Zettlemoyer, L., Liang, P., Candès, E., and Hashimoto, T

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:50.861469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce6158aa-fc76-4f48-bbc9-514964b8485d · outbound

This paper cites Openai o1 system card.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Openai o1 system card

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:50.663894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aa28a5da-e8d1-42df-9d9c-1b071f5a5f1e · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:11:46.839005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65daa17-69fc-467a-a4ef-6bb59d80c4ca · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:50.502133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d8c3d65b-d621-4acc-8842-d7b80b08595b · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:50.363906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 77c1915d-c5ca-49fc-a81e-a1d848b2da3b · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:50.163201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 720611c0-a590-491f-bd6b-24f505717e63 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:49.917956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation db0f0041-8790-4893-b279-30ecea988ec4 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:49.758804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a49359e3-e98e-4f26-b737-ff57e52016d8 · outbound

This paper cites A., Moss, E., Raffa, G., and Nachman, L.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering A., Moss, E., Raffa, G., and Nachman, L

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:11:49.489808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c1423753-ac2c-40c5-b84a-74a1fd67b381 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:49.209841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bb302c04-8786-48ef-9289-69cc33de20af · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:48.966847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c2ec687-000f-4990-a36b-4be520108e86 · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T16:11:48.659934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9cdc80cd-dd13-43e4-a523-caee8b7e5dd5 · outbound

This paper cites @esa (Ref.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering @esa (Ref

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T16:11:48.033917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90d740fc-12ae-4c8a-88c6-2a043da1b7eb · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T16:11:48.198517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9475724c-1603-4c04-8519-eba05241bfbd · outbound

This paper cites an unresolved cited work.

Fail Fast, or Ask: Mitigating the Deficiencies of Reasoning LLMs with Human-in-the-Loop Systems Engineering Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T16:11:48.344521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.