Pith. sign in

Paper Citation Record · LEDGER

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness

As of 12 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2608.10008.

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

pith.paper-citation-record.v1
2608.10008 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:51:57.507147Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

29 of 29 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved26
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b53f5f5-7f5e-4ddc-b12b-f16759ef30aa · outbound

This paper cites Mitigating LLM Hallucinations via Conformal Abstention.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Mitigating LLM Hallucinations via Conformal Abstention

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.397276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.397276Z digest=sha256:201755b8da78cae248997c11a36a5dcd835bbc5c9271b2226b4ee0e92dc3777d

Observation 8c88d85b-6ecd-4776-b785-4f19df0f5afc · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.402237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.402237Z digest=sha256:ed0cead9c61da92f33c9167b5c0375d718885eda590c43cfee03fb07756a216c

Observation 905a24f5-96b3-4b51-a729-e4a2937b414c · outbound

This paper cites A Bi-Step Grounding Paradigm for Large Language Models in Recommendation Systems.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness A Bi-Step Grounding Paradigm for Large Language Models in Recommendation Systems

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.405511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.405511Z digest=sha256:f007b466ccb08543f0a4f0fd0b2d98335fba2bd55a46fb16994300e32afdcf1c

Observation c86baa07-29b1-4dfa-95a5-ecd845a8dca5 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.409385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.409385Z digest=sha256:5c18db32d963a8884fa69cdbf7a45f4097f58cdc290cb1473fbdcde63d7f8626

Observation 300d5ae8-52b8-43a3-9ea9-867546b7a9a5 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.148331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.413466Z digest=sha256:ca7ece655474d565600ffe1fe9ee333cc4d5ac15bda76f259a40902103e4e89e

Observation cd0b6510-07d5-4d4d-8e1d-acec3f2d64a8 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.417173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.417173Z digest=sha256:b69ddcc0e7f9e0ac4e1c6e15e22efd07a1f835ba0248a23894f4b082123b9c27

Observation bc522623-0cee-4737-a175-6fe156ae9913 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.136670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.420943Z digest=sha256:176f7d828ca7eff57bc55ebb3b3acc63c2d7dff9f3c70d1ea555b1bcac5fbf89

Observation 8e39b72d-9184-4ac4-bba0-641b2008a12c · outbound

This paper cites Maxwell Harper and Joseph A.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Maxwell Harper and Joseph A

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.424242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.424242Z digest=sha256:28d4a71a6671a3be16151b0d87d94710a15b8d5614447671748a7d727f1839a5

Observation 2fd78ad0-a28c-4fd0-bfee-9bef5b04af63 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.428256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.428256Z digest=sha256:a1fa85ef0fa20420a754b0b893ecf68522e04afc79f042ba9d5705872b6e9393

Observation 12ba10af-d750-4ef1-9a06-ffb345c70be1 · outbound

This paper cites Language Models (Mostly) Know What They Know.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Language Models (Mostly) Know What They Know

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.436532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.436532Z digest=sha256:a9146ec951e6ca220ea769109492ea9b4c4bb5c1434617ed14f1a61a3a3ad0e3

Observation fccd6457-5956-468c-9472-cef7e6d5f6d4 · outbound

This paper cites Why Language Models Hallucinate.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Why Language Models Hallucinate

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.440906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.440906Z digest=sha256:0530c660ba285290cdbcbd6612e3a475940fd3c91b124fd24fca797c5afacbda

Observation e9d67b58-37fe-4f40-bf45-68c985c6022b · outbound

This paper cites Calibrated Language Models Must Hallucinate.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Calibrated Language Models Must Hallucinate

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.445223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.445223Z digest=sha256:85e58ee1e6478fc9678f24067035a06ef849aeab7dbcc041dc60b42438649342

Observation ed8b91aa-ed8b-4e62-a4ef-54c705eb7ca0 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.119303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.449358Z digest=sha256:701464a8c8afecb891cce45249224e85447fc03b96aaf78c7f8f042282e7f9f2

Observation 8c752329-656c-4d64-acb0-98ef7ac816b8 · outbound

This paper cites AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.453456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.453456Z digest=sha256:096df179075cbeacb901b1d46792e0b70f59750c56bb5833f30a5d86d12a2e23

Observation 37406308-da36-4909-a828-020191bd790f · outbound

This paper cites Uncertainty Quantification and Decomposition for LLM-based Recommendation.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Uncertainty Quantification and Decomposition for LLM-based Recommendation

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:51:57.782668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.457717Z digest=sha256:b23b65fe25462e935c4c8f0eb9775ad85b7735224c4c73567e366d8e85956bb8

Observation de396e2a-ff89-456a-92fe-126648d29095 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.461942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.461942Z digest=sha256:bbb1a1a2164f2628bbf5c8e341765de5712c07050623a030d4c7329775062a3b

Observation 9d84c4b4-12dd-474b-84af-7c88aa3f2456 · outbound

This paper cites Eliminating Out-of-Domain Recommendations in LLM-based Recommender Systems: A Unified View.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Eliminating Out-of-Domain Recommendations in LLM-based Recommender Systems: A Unified View

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.469985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.469985Z digest=sha256:ca9a8e912f7bb2f2acfbffe792a241d12bdd40cfddf9d0bd0fb410518ff91056

Observation a66a6a0c-9df8-4ffd-92a9-e5fa1243c29a · outbound

This paper cites Tran, Jonah Samost, Maciej Kula, Ed H.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Tran, Jonah Samost, Maciej Kula, Ed H

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:51:58.100502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.474388Z digest=sha256:a1248c731f8f833b0f88ea78a2f67ea25726b58f116ee531627edf7c124bec58

Observation 665ce413-7660-4ccc-b714-f653a1f0e301 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 19

Resolution
metadata mismatch
raw_fallback, observed 2026-08-12T00:51:57.691459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.478580Z digest=sha256:722171f3bd38cb7f7b5c217fc7e50457e52140191c8c6b615d0a04b0cf305c90

Observation 351b8ba4-22f4-4d09-abbd-ed6e66a7ffd4 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.089274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.481552Z digest=sha256:0573e07835f2f7d8c68da760936ac975682f6448da13342f0ec5c96ea560bdc9

Observation 67c89526-31d5-44e5-a08d-acc19f7b4409 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.077497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.484325Z digest=sha256:637cfa49f75976cb6e5870e5c75a739c100e93bccf42d4bcd4fcff420f170c1e

Observation 95afcb93-326a-4c4b-a30f-22122603724c · outbound

This paper cites Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.487610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.487610Z digest=sha256:6847b0acff7494111ded09a9a4b9fc18fead8cc62dc0229eb68bf42bdd55d0e5

Observation 64ac846b-b01a-4d86-9b91-8a424ce48f6b · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.067570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.490797Z digest=sha256:f17d823b20e0b77ba5f129776e9575b30cd2bb0bc1df4fbf57f9323ec9fa94e4

Observation c0803202-525f-4e9b-8b7f-174befdc9627 · outbound

This paper cites R-Tuning: Instructing Large Language Models to Say `I Don't Know'.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness R-Tuning: Instructing Large Language Models to Say `I Don't Know'

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.493669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.493669Z digest=sha256:bff284d4f331fac2455baec5445c06687ab07925f33f066beec4114f2749d72d

Observation 4a523cd7-9eec-4c93-8c5c-e221fef692e9 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.047541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.500262Z digest=sha256:f5a050400a04fc8429d2894a2467b49c142ec8e78e4641ffc4d2d9ca91dace08

Observation 9e224e49-c644-4117-9281-401273c176a0 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.057614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.503740Z digest=sha256:cab752b05213204da98422349c8f0b7d99df6633a0331c9535294eadd2b879b9

Observation bf5a4f44-b1da-4651-b236-f8004701d322 · outbound

This paper cites an unresolved cited work.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:51:58.036349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T00:51:57.507147Z digest=sha256:31bb6f105de9b1acfdb5fae4ef0355da23595ee9f8ef4b63ba433893a036f15a

Observation 94ef86e5-75bf-41dc-ab4e-3034d5629375 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.432233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.432233Z digest=sha256:ab25f7556886e3ac17e4b5127c971a177756f83af4900bab3d7ff88b6ad41d03

Observation 1566a6de-771e-4d26-abae-983338aa34b5 · outbound

This paper cites InProceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR ’25).

Do LLM Recommenders Know When They're Hallucinating? Auditing Confidence Calibration in Catalog Faithfulness InProceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR ’25)

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-12T00:51:57.465875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:51:57.465875Z digest=sha256:31cb0e3968f69ad55dd4b61b90086eeaba451cd29f2496b4790733e827e95228

Pith citing papers

No inbound Pith citation observations are available.