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Paper Citation Record · LEDGER

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models

As of 13 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 2 inbound Pith citation observations for arXiv:2412.11803.

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

pith.paper-citation-record.v1
2412.11803 v2

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:40:29.496958Z

measured 81 of 81 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:08:02.341802Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:03:54.189618Z

Reference resolution

79 of 79 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved76
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b694dab-e9ab-4c79-8a57-f8fbeaa601d3 · outbound

This paper cites online" 'onlinestring :=.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.200990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.200990Z digest=sha256:870f5c56aed9761ff9a76fb387113423802c17598352fe94e3bef5b329ed3fd0

Observation ed6b013c-9c82-4874-a0e6-fb64b0fddfac · outbound

This paper cites write newline.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models write newline

Reference 2

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unresolved
no resolver link, observed 2026-08-11T14:40:29.205792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.205792Z digest=sha256:683a46f42d3d48a203001d55202ed69f4f1a2798f72714a7dc0de171fe631eda

Observation 765a802f-66c8-4bdb-b18c-563113ba776f · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.497915Z

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=arxiv_source observed=2026-08-11T14:40:29.210133Z digest=sha256:686e83f3a47ed341fb110e1a59460d5d059bfd28330632076d21b10aae5572c5

Observation 4e187c91-3348-444a-ba65-b66f1ae147d7 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.486823Z

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=arxiv_source observed=2026-08-11T14:40:29.213842Z digest=sha256:553c9b583baf8e3ea6d8832057f968b6d24f4acba00fd54fba61540e1a6a99e8

Observation 6f76f9f4-778d-4a45-84a6-c784aff9c13d · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 5

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unresolved
no resolver link, observed 2026-08-11T14:40:29.217990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.217990Z digest=sha256:b19a0c8fd1d8df2096c36325ec31fb6850b7d1a3c5cc800220d81006ed45ca5b

Observation 06767ef0-1945-4322-bd92-d518d9b91c5a · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Constitutional AI: Harmlessness from AI Feedback

Reference 6

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unresolved
no resolver link, observed 2026-08-11T14:40:29.223723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.223723Z digest=sha256:b04e7172b5264bd0106bb82a6d0e06760fdaf1beb3388bc05db171793c450e16

Observation fcd6bfa8-e290-4dc7-a25b-6d9e5020bbc2 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.228128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.228128Z digest=sha256:c4c70b3c88c77649e1e4e9367f8b629f0ec495e158d6116d824ce5c43cf324a7

Observation 5cd983e3-b7af-431e-90b4-9b41f5fe38cc · outbound

This paper cites Quantifying Uncertainty in Answers from any Language Model and Enhancing their Trustworthiness.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Quantifying Uncertainty in Answers from any Language Model and Enhancing their Trustworthiness

Reference 8

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unresolved
no resolver link, observed 2026-08-11T14:40:29.232110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.232110Z digest=sha256:fd5f6583c0d2898eca4c325e5cb93d4978852418a96cd30da6f7056d9e6b5ed5

Observation 495a57e8-5898-490d-9661-b12d8db96cf4 · outbound

This paper cites Can AI Assistants Know What They Don't Know?.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Can AI Assistants Know What They Don't Know?

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.236234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.236234Z digest=sha256:4266e742386bcddc014477160f8c6846429b93e5812dd2e3e8b67a8d6e9eee09

Observation c3879d2a-8150-48fb-be7b-05314acaa1f2 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Gonzalez, Ion Stoica, and Eric P

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.240205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.240205Z digest=sha256:a10ba81339556d087817e8ac16006a1491d1579c9b6c43ee733a1d02ed695d3a

Observation 66e45262-aa78-41c9-83c1-d3ab36c45b23 · outbound

This paper cites A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks

Reference 11

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unresolved
no resolver link, observed 2026-08-11T14:40:29.244046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.244046Z digest=sha256:82e5acc98572d24c84df3785be2ccfc56b737edff720fc688361c45f8c32020e

Observation dc21173d-9b28-4668-b38d-15860b99a676 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.248314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.248314Z digest=sha256:2697adfb41a2f6f19d8325ecc60881b0391ab455195ba76457bf68f664fc6758

Observation 36a12c57-5745-4ca3-9ad6-e31b2fb1bac5 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.457698Z

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=arxiv_source observed=2026-08-11T14:40:29.252091Z digest=sha256:5d5272b8c378aca3e32cab41fb3d69453358b3b8f72444b88aa34182607f0260

Observation 78b71fa3-ffe7-4667-bfb0-275af6c83d0b · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.446798Z

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=arxiv_source observed=2026-08-11T14:40:29.255615Z digest=sha256:bd333789b6dc79e98e409b72af0d8aebb22e3b2bceb15187a6b044a36b6d7e55

Observation d1bc004e-80f7-41f9-8b9d-7b6fefeadf4f · outbound

This paper cites A Survey of Confidence Estimation and Calibration in Large Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models A Survey of Confidence Estimation and Calibration in Large Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.259077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.259077Z digest=sha256:3274224c6760f5f0b0d0ef9fa0e30842b81dd82c41ce3f56c85fab076cd9c4a5

Observation e337b34f-a139-4c86-8d44-17d938095de3 · outbound

This paper cites Reinforced Self-Training (ReST) for Language Modeling.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Reinforced Self-Training (ReST) for Language Modeling

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.263180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.263180Z digest=sha256:9197911f7d67dd63a9450c910b90537e84ea54951fe16bffcf5491a38f150718

Observation 8bc4a34b-f8c1-4120-9485-1148ff2af8ba · outbound

This paper cites On Calibration of Modern Neural Networks.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models On Calibration of Modern Neural Networks

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.266746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.266746Z digest=sha256:81a32d610740c6fb113eb0479870667cb903d7f4234d8baec823299ccda54d25

Observation d06b84a1-431b-4bdf-9254-8961b4680eff · outbound

This paper cites Enhancing Confidence Expression in Large Language Models Through Learning from Past Experience.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Enhancing Confidence Expression in Large Language Models Through Learning from Past Experience

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.270573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.270573Z digest=sha256:080dbdbe3d9b5171fa3ca117b7f849608f03c45d45e9f5edd0ce835dbfeae8e7

Observation 8ca69a8f-7cd1-4199-935b-8febb2f36adf · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 19

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unresolved
no resolver link, observed 2026-08-11T14:40:29.274022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.274022Z digest=sha256:4f3fd9f7e26429a4d4d2840eda45dd198c1eb840ea8c2692a0d66c1db3fd91e6

Observation 70c59d6d-b97d-46d9-99c6-4d4debdad42e · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.428833Z

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=arxiv_source observed=2026-08-11T14:40:29.277537Z digest=sha256:6a78d067d49f2a058713049a3473c2664c413456fafad4a682d6176780f106f2

Observation abb026a9-bd30-4675-a0c3-1895030293e3 · outbound

This paper cites Mistral 7B.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Mistral 7B

Reference 21

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unresolved
no resolver link, observed 2026-08-11T14:40:29.281093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.281093Z digest=sha256:9d9de66b1a853450ed65b8b7e207dda113b4805cb9d5ef71631ab442f448cae9

Observation 45df55e1-f68c-400f-b776-c8460a51d348 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.417890Z

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=arxiv_source observed=2026-08-11T14:40:29.284701Z digest=sha256:0f0efdbc864ee9d99c0ea1afc1f4f8d4540af1740922c19434cc6aa056606f0d

Observation 0a5697d7-954e-41d7-a4c9-f8b615159f73 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.288207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.288207Z digest=sha256:4eaee6107d253af7d7fc632b204edb5150e6694ef89f360df8b739fdcba278dc

Observation 75dc0521-a329-4556-9b66-ccbd1f87a675 · outbound

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

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Language Models (Mostly) Know What They Know

Reference 24

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unresolved
no resolver link, observed 2026-08-11T14:40:29.291722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.291722Z digest=sha256:0216bf9b2d3227fffaa0474f74e133231c429997a17478a55eb14f0296dd28e5

Observation 48c58ce4-e2b9-4c11-a3cc-c68fdebc14aa · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.295383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.295383Z digest=sha256:bae100f8f7a7c468d8c16273c92d9f6431cd63c1fd484dbbf6cb1a8c4efbc6ca

Observation 9d2a6abb-f1c2-41f7-b119-d72ac89d0cac · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 26

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unresolved
no resolver link, observed 2026-08-11T14:40:29.298913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.298913Z digest=sha256:167b89023b0f8798fec9d390a2fed2805173cc6ac1b3c6cc433c714d9a5a0087

Observation 5415f194-76d4-497d-ba5f-2b902a51d719 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 27

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unresolved
no resolver link, observed 2026-08-11T14:40:29.302651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.302651Z digest=sha256:1062c3272ca2fdbdb89b0af79e3f9b0a15111d437cd07cf6bb0f65f89ec17fc6

Observation 988c71dd-3a52-4cf0-9814-b6fb26222c37 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.393219Z

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=arxiv_source observed=2026-08-11T14:40:29.306095Z digest=sha256:43eccb071ad561cb70aa36dc761769c441cc2e8649fe88e4e06f4255f9b68cac

Observation 9ce79f2f-a990-4d9b-b64b-ead16eaefe2d · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.309573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.309573Z digest=sha256:3930152851740e79acd050031c720e8df7899157701baebc68c864a97f7723b5

Observation 75053db5-d428-4f0b-a73e-78bb00eb3bc7 · outbound

This paper cites A Survey on the Honesty of Large Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models A Survey on the Honesty of Large Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.313029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.313029Z digest=sha256:e1d05d894556d7e89717935344b0e504febb8cb47f83f9058eca5e4c93b0d0d8

Observation 2785db28-a27b-4008-aab6-50362460ca0c · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 31

Resolution
verified exact
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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.

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Observation 7f6e242d-2f8a-4770-a4e5-92c5ab19f7ae · outbound

This paper cites FLAME: Factuality-Aware Alignment for Large Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models FLAME: Factuality-Aware Alignment for Large Language Models

Reference 32

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unresolved
no resolver link, observed 2026-08-11T14:40:29.320299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.320299Z digest=sha256:cf78f01ac8b683f7afe75dd6868a013c2219aa0d4d19f6ff0305ff2918b8cad9

Observation d70f8578-a711-41dc-9e37-85fde96e6285 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-11T14:40:29.323812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.323812Z digest=sha256:be69ed3e8cdfab1001e1e8273ffefe91c8f5b1ecad72392e76fa2e087ae777a1

Observation 55d9200b-7e4d-401b-ba85-8ded98d8be76 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-08-11T14:40:29.327433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.327433Z digest=sha256:b769e768a12ee22d833b651215787c46af4d7ce21c4417f685961b2090dc86b6

Observation 3b3b92dd-2051-47cc-82b8-1f7fefb45a73 · outbound

This paper cites Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models

Reference 35

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.330995Z digest=sha256:8b334a71ff72e8db0ce65cbac7d107be750faa9dcd89217058e5c8731d2816e8

Observation fd86ff40-8127-43ce-b60a-688c0bc07ac7 · outbound

This paper cites Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Examining LLMs' Uncertainty Expression Towards Questions Outside Parametric Knowledge

Reference 36

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unresolved
no resolver link, observed 2026-08-11T14:40:29.335406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.335406Z digest=sha256:08156d93b450e0ca0bc5a7620d25a5a7e0cc237c1bc0f8cc94f62f87193e1844

Observation bb9e3c05-b3d1-43e6-a655-127dcfdc92f7 · outbound

This paper cites AutoPSV: Automated Process-Supervised Verifier.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models AutoPSV: Automated Process-Supervised Verifier

Reference 37

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unresolved
no resolver link, observed 2026-08-11T14:40:29.339837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.339837Z digest=sha256:b2da074347e3fe928cb39adb4eeb8827f33e34e2760401a7c2a6d7e5565b1148

Observation d71a28d5-e47f-459b-a2da-2c9c26c06867 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 38

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Observation a729e69e-e616-44e1-bbe9-2481f99a6862 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 39

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source=arxiv_source observed=2026-08-11T14:40:29.346893Z digest=sha256:c18c74cb6fc1ea289afd5d4f0d97e56c6bb8a43427e95fe7a61b26b3b2f58b93

Observation ee5c5e20-a524-4e62-b88d-91bffa84744f · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 40

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no resolver link, observed 2026-08-11T14:40:29.350264Z

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source=arxiv_source observed=2026-08-11T14:40:29.350264Z digest=sha256:4b1cc9c09229270670459a597f1f3ba4b81562593f5c64b87f49fb14217c09af

Observation c0ecd1ab-a5d4-4a5b-a273-08f48b8facb6 · outbound

This paper cites Mielke, Arthur Szlam, Emily Dinan, and Y-Lan Boureau.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Mielke, Arthur Szlam, Emily Dinan, and Y-Lan Boureau

Reference 41

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source=arxiv_source observed=2026-08-11T14:40:29.353681Z digest=sha256:ddae576f420d749818c6234182fe050b8e646752fb7e5609d2399a47ea7aa0be

Observation 5e6192c1-5461-4b2e-91d0-472cc362417b · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 42

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no resolver link, observed 2026-08-11T14:40:29.357849Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.357849Z digest=sha256:ea29255794f23f8c5a62cf5788a60a7510cd2647a364be27894b06637fa83eaa

Observation 2fa47948-2bbc-4320-9496-586125eb0abd · outbound

This paper cites Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities

Reference 43

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no resolver link, observed 2026-08-11T14:40:29.361461Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.361461Z digest=sha256:a1e99fd1ccb8ab261c9a949f78e48a701a002e6d8c45b8e6be2a5cedd98585b0

Observation 43f4ac1e-93b5-42c6-89a7-ea8f2317c005 · outbound

This paper cites GPT-4 Technical Report.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models GPT-4 Technical Report

Reference 44

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no resolver link, observed 2026-08-11T14:40:29.365273Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.365273Z digest=sha256:3016ebc50e52d249be29f293ab0ddc1781cc10181a6e013bd4022623610db524

Observation 0a20e7c2-e25f-418f-bc4f-9c7dfc4a8178 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 45

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no resolver link, observed 2026-08-11T14:40:29.368537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.368537Z digest=sha256:be1d863abb1aa6c7ed3184951321b3d0082bc6f46277a5dcae5c0cbea822d218

Observation 58b1c3f0-ac01-49a8-9a34-fd5daa9b4ace · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 46

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no resolver link, observed 2026-08-11T14:40:29.372234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.372234Z digest=sha256:4a9e0c0bc9abfbff53176e688820525a5c286843628710d443b0ca0e3c71fa2f

Observation 2d929f81-8347-4c09-9ec5-e5222cdfb4a7 · outbound

This paper cites Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation

Reference 47

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no resolver link, observed 2026-08-11T14:40:29.375979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.375979Z digest=sha256:5312e32927c794eac201b83e081d98b9b24d7b5d5d422567783d1e017d941edb

Observation d198404a-5372-4cbb-8f12-667fe4a574c8 · outbound

This paper cites Proximal Policy Optimization Algorithms.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Proximal Policy Optimization Algorithms

Reference 48

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no resolver link, observed 2026-08-11T14:40:29.380018Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.380018Z digest=sha256:a22ebae7512490bae09ef4fb90ddd2d4e07a6769d82ac8bc9dd427bedc960ef0

Observation f725619d-f984-4696-9000-ae2dde03761e · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.354042Z

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=arxiv_source observed=2026-08-11T14:40:29.383642Z digest=sha256:6126464681e89710ba1fb95ef8c820eaec928dcf6624d5f9b07611bbca6bf471

Observation 022c3f76-94d8-4d24-baa9-1edd7347be15 · outbound

This paper cites A Long Way to Go: Investigating Length Correlations in RLHF.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models A Long Way to Go: Investigating Length Correlations in RLHF

Reference 50

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unresolved
no resolver link, observed 2026-08-11T14:40:29.387244Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.387244Z digest=sha256:3fe4984559b6efc8728ca9976c73ae3fdef6f4df5b32dedf380cf23658f1493b

Observation 49cfd619-b847-46e0-bfa9-f1e5df0a11b1 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 51

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no resolver link, observed 2026-08-11T14:40:29.391168Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.391168Z digest=sha256:7a91d92548f13419ad68fd3d5cbfa0483626dddd8785bb27a686c508c9bd0587

Observation cd15d3b8-092f-48d2-aa92-e8d17268d815 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.341768Z

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=arxiv_source observed=2026-08-11T14:40:29.394929Z digest=sha256:bfa2a6175f5c10cc3876b5d4ae7ae78bad116884e59da0b02032d251ee40e5dd

Observation 6a6a0491-cd1c-49e4-83a3-cc41a4c2cb04 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 53

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no resolver link, observed 2026-08-11T14:40:29.398391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.398391Z digest=sha256:8f86bc231f9f60d5638b3e0d9963ee8ae60dfc09a2e0b4ed70598cf2a3182959

Observation a5179813-6feb-4f68-9223-48256d41fb10 · outbound

This paper cites Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback

Reference 54

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no resolver link, observed 2026-08-11T14:40:29.402052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.402052Z digest=sha256:80bf88fcbbe41a6257869bb37c1b886a97b449a7ee55a7e0de135eac8925b709

Observation a237668e-366b-44dc-b9aa-fa11991fc9a9 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-11T14:40:29.405676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.405676Z digest=sha256:fcc9bbe05d21c23ef23a317dfeabca3af4701834dda4378f9e5add6e14bc7ceb

Observation 9d264ce4-f3d6-489c-8752-1e5a7cc876a6 · outbound

This paper cites A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation

Reference 56

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no resolver link, observed 2026-08-11T14:40:29.409514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.409514Z digest=sha256:82e5669299ea5ecd31fd346b8c8c49cfe0c917127b8fa6365dfa05a1d16162ca

Observation 27278dc7-ed84-43b4-abac-5513fbabae88 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 57

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no resolver link, observed 2026-08-11T14:40:29.413374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.413374Z digest=sha256:95d77b75175727bc62af863b74c91798855d23a9255e0683de1238cdeec57f53

Observation a27affe6-ee01-446a-b115-489af6048ff8 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 58

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unresolved
no resolver link, observed 2026-08-11T14:40:29.417304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.417304Z digest=sha256:ba1bca83dcd7e2109a2eab8abd0913885d6a92f5de67746d4537c6981933a6a4

Observation 8ec81dad-cabb-4d5f-85e4-5dc6084a87d8 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.329929Z

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=arxiv_source observed=2026-08-11T14:40:29.420833Z digest=sha256:9b6942cfa388627d3b61a8983334f63baa59253faa5444d739e2fb55efa68c32

Observation 8fb48ce1-5cb0-4b81-b708-903baae1c594 · outbound

This paper cites Role Prompting Guided Domain Adaptation with General Capability Preserve for Large Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Role Prompting Guided Domain Adaptation with General Capability Preserve for Large Language Models

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-11T14:40:29.896867Z

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=arxiv_source observed=2026-08-11T14:40:29.424595Z digest=sha256:d656dab757b7bf7d58d3e1ed007389d51244a56cb5c8e4caf0778299b49d8400

Observation fc8957ab-6fa7-4239-9520-1e2df680eeb0 · outbound

This paper cites Enhancing Large Language Models Against Inductive Instructions with Dual-critique Prompting.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Enhancing Large Language Models Against Inductive Instructions with Dual-critique Prompting

Reference 61

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no resolver link, observed 2026-08-11T14:40:29.428706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.428706Z digest=sha256:032dde029071a5ed589ca61446e58f7ebbc34adf41ec9886f4b07489ce7ac74e

Observation d5393b8b-4d47-43ab-a9ec-8f99822ce5ee · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Chi, Quoc V Le, and Denny Zhou

Reference 62

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no resolver link, observed 2026-08-11T14:40:29.432408Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.432408Z digest=sha256:fb4a0d6e4bc6d29a09294e03a0e6fd7dadaa33144192ec0d7dd4390c905f15e3

Observation b0285df7-0b23-4c07-a35a-f34be549aa50 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 63

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no resolver link, observed 2026-08-11T14:40:29.436339Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.436339Z digest=sha256:4960f3c40376655ecd1147d40d006034b0154edad7879e949b7e1b4d94cef857

Observation 20c4a358-a60a-470f-b376-8715756942a2 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 64

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no resolver link, observed 2026-08-11T14:40:29.440071Z

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source=arxiv_source observed=2026-08-11T14:40:29.440071Z digest=sha256:a04acc9f5bbdef21a7517987358ea284dac6be451b494827e9f0ad8e8ed969e9

Observation d682a2d0-99c2-4e08-8176-24b0b7593dec · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 65

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raw_fallback, observed 2026-08-11T14:40:30.304464Z

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=arxiv_source observed=2026-08-11T14:40:29.443608Z digest=sha256:d5b2fe32dfea1ad00759d62a52d2fdd35f643e3cf50f04e83384a5058b4d3bf1

Observation c2c98f5a-6170-491e-be78-1556ef79f210 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 66

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unresolved
raw_fallback, observed 2026-08-11T14:40:30.293529Z

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=arxiv_source observed=2026-08-11T14:40:29.447510Z digest=sha256:35a3e1abfe14ea8b26eed251d46eb50b2e0d29afd10fef038779d339843d9de5

Observation 2b5ecfd3-2129-4a77-bb93-ce47829a17ba · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 67

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no resolver link, observed 2026-08-11T14:40:29.451113Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-11T14:40:29.451113Z digest=sha256:362a78565aeab5e35f70b98e523bb1a0e1a4d26696024cb25568a3bbd9e75c31

Observation 463f372d-0977-450f-b340-74c548fc94e6 · outbound

This paper cites MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models

Reference 68

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no resolver link, observed 2026-08-11T14:40:29.454717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.454717Z digest=sha256:1b3a3924e0a2990ada779ad83b0734edb1680b5f3d3fdad095249e772af32d8c

Observation e1bc5307-b632-4942-9070-14e988af289a · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 69

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no resolver link, observed 2026-08-11T14:40:29.458335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.458335Z digest=sha256:5c8e65849382b3c6a02fff4514190b984eb5512b612301aff597a1c3aa543834

Observation 23b5ef66-73e1-4ec8-9f07-58a693c59e9e · outbound

This paper cites Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning

Reference 70

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unresolved
no resolver link, observed 2026-08-11T14:40:29.461950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.461950Z digest=sha256:55ed8313a29148b3842ed08a4c3c66123a3d0975186903362b5ef624ba31d3d7

Observation 5f0afb48-092e-4779-b536-5fe058a84eb1 · outbound

This paper cites Alignment for Honesty.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Alignment for Honesty

Reference 71

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unresolved
no resolver link, observed 2026-08-11T14:40:29.465580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.465580Z digest=sha256:9fbc2004aa0255fdad5091d5211fbe67d134d5f38d2f23eb34869a3008219ff1

Observation 1b999b61-68f4-42e7-ba20-324f8a4eee97 · outbound

This paper cites Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model Evaluation.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model Evaluation

Reference 72

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no resolver link, observed 2026-08-11T14:40:29.469538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.469538Z digest=sha256:44763a21e9c67df058d17dd6128b0e073d12f4bebe108e71da09e302b2beb501

Observation c9dee70d-2c3d-4088-974b-b4feca5591d1 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 73

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no resolver link, observed 2026-08-11T14:40:29.473335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:40:29.473335Z digest=sha256:889f4d08cdce0523d18c19f8aff9c70b05fe1a7face5e81f4ed138081052023e

Observation af98106c-d67d-40d8-83b6-48eea8ddea8c · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:40:30.282059Z

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=arxiv_source observed=2026-08-11T14:40:29.477082Z digest=sha256:03dec444b0193c1c742f7d739696b81e0d8f488693e59feb4ef4169f6a6ce7e7

Observation 7ae49142-1aaa-417c-8210-e5bbf89d5448 · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 75

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verified exact
doi, observed 2026-08-11T14:40:29.538029Z

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=arxiv_source observed=2026-08-11T14:40:29.481493Z digest=sha256:fef144da9f185e2efe58483a8d3fb980f1b866c0ac917b05538bfbbd7f423573

Observation d68a0cd3-56f6-422f-8957-046ea575dbe0 · outbound

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

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models R-Tuning: Instructing Large Language Models to Say `I Don't Know'

Reference 76

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unresolved
no resolver link, observed 2026-08-11T14:40:29.485199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation

Reference 77

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Observation d8e18456-7d98-407f-a17c-84956d1bf93b · outbound

This paper cites an unresolved cited work.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Unresolved cited work

Reference 78

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This paper cites Fine-Tuning Language Models from Human Preferences.

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Fine-Tuning Language Models from Human Preferences

Reference 79

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Pith citing papers

Observation cb9f8a6f-9767-4edf-a3d1-afd94ad24560 · inbound

Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning cites this paper.

Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models

Reference 16

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A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models cites this paper.

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models

Reference 67

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