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=sha256:03dea63e875af1ff46937b0fcac0575dfe2b8a004677df5af0c68187fa0429d5

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:beec8b6db9ca6ddac4b17f22bc2100deebcb87244e2f458fe47566f8fcd30608

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=sha256:476f581a01e07170184a01016d88d120b129adbd501f8091327d6389bc5af804

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=sha256:65914b993c2be52712d05165b06de2fbc7ed2c4e61d03a16a9cfeb3165f9f67f

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:e85fb1c271d4f0a2391136b89a47c681dc29065879139164cfbf649f349615f9

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=sha256:5f6988725f1dd3abc0ac6746f9f00e013e5bc4da79a7adfb4fee9599fed966a6

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:a5eb9915ea876c66a82c911e9167d613d7888592b6c72a32a740f25e8f6db33b

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:ee0f0b257e2bbcc4e6bd5d8a5f2022258487cc0c475a8b2b6852901a26d65612

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:db922efa4dfbf94b047ad287c798aae55bee702f8b4b955d8e4c0bb855e9b2f6

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:ae60d556eccad25a91cff6bbfb48f26e284ae25adf1901a1a40f4a8854f06e1c

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=sha256:9a2a209007dfc6c5f7426e1d7c82f3daf285c045908ee01d96c5c09e280b7d2c

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=sha256:70b03fe0568b90e619f25f5a01f6bf2ea663c1caa37dbf9f8eb05cd3ae696388

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=sha256:332a0f04d6fa7602acc4132120b418c4118eecca2ea7369b7366a790c8153d14

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:ca2d8752f8a682938993b025c8173f9c6c24c524c8adc31f268fceb110553208

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=sha256:9f238787de45a924cc720cbb6f9d66be2eafe5e55b29f959efffcebf61ddfcaf

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=sha256:531c311cf2b2b82824f265155b70ce9737861cd8814ab50a8e2b55d82af75365

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=sha256:11cf6f53177af3e7e0ceec9d1c14e677a08be531607e760dd1bd1dfa7adc97c0

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=sha256:0a17226faa61e71fba87078699b01139a094fde1c49ce89f2dc0e3a961809498

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=sha256:40267716e5b15c67c2cf5a9a47130dea9b9fb32bb8519e204f1d20963cdcda77

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=sha256:56c03600468e05a3b20b6784bb65c988d6f2f9fc92152b06461bacdc97836e4f

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=sha256:093035f1105c1a2f57a0449a1cd1a66c20e01f14e312d22913ab5229434acb16

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:d6d9fec3133e33f957226f2ce69f0ca8678c7bfc39bc622f0b48200ccb350f8e

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=sha256:106af8bcb87b4362125fc0653490c6098467a3bb3827ad47ea9be2758d34c12c

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=sha256:5c0688b60cf963bb77ea8bdd061287653e6a6eaa6f27b389095c6d92d589611d

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:ab6a87679597a2e3ed1fc2b7503250042fa28466500872add07323486b5537a7

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:d72d05d038934240d2954f599755eaecc06078cedb3c8201424c1ca560105a0f

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:d3bbb4e66201226f0b34476b49adf55c704ed1d83ade5f0535021b597157519c

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:ec40c4f18456908aa7bcda9e3da975a2da6f914be42f7a2ebc5422e09d2b97bc

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=sha256:0c075b0ed2da792e67e7a0b03cc25108ae6a7951b001c60628ceab45f48238d9

Pith citing papers

No inbound Pith citation observations are available.