Paper Citation Record · LEDGER

Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2306.04459.

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

pith.paper-citation-record.v1
2306.04459 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:43.573166Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

11
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b094391c-c789-4dcc-a498-a0fa1b55e82b · inbound

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space cites this paper.

Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:43.573166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b4c3392-ee42-45b1-b922-1bcdba51e70e · inbound

Bridging Distribution Shift and AI Safety: Conceptual and Methodological Synergies cites this paper.

Bridging Distribution Shift and AI Safety: Conceptual and Methodological Synergies Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T13:05:25.001313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ba409ec-371a-40b2-88fa-dabdb7518bb9 · inbound

Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs cites this paper.

Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:44:05.127538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 975ab3ff-9376-472a-857c-db889d320f5d · inbound

Challenges in Understanding Modality Conflict in Vision-Language Models cites this paper.

Challenges in Understanding Modality Conflict in Vision-Language Models Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T11:26:17.412842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc9dbb73-1cb5-43e8-b137-6dd6f437cfaa · inbound

Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models cites this paper.

Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:41:26.342918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc91f863-3c06-497d-b17c-3fd9b47cc345 · inbound

When Should a Language Model Trust Itself? Same-Model Self-Verification as a Conditional Confidence Signal cites this paper.

When Should a Language Model Trust Itself? Same-Model Self-Verification as a Conditional Confidence Signal Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T17:35:39.177449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06d99b37-b07f-4f73-a23e-6decba35ea99 · inbound

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs cites this paper.

When Calibration Rankings Reverse: Accuracy-Controlled Evaluation for Fair Comparison of LLMs Uncertainty in Natural Language Processing: Sources, Quantification, and Applications

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T12:15:43.699269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.