Paper Citation Record · LEDGER

Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2409.12180.

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

pith.paper-citation-record.v1
2409.12180 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:25:22.352498Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T12:59:52.888787Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d68c1728-f920-4308-a5b2-443234b1fa7a · inbound

Towards Harmonized Uncertainty Estimation for Large Language Models cites this paper.

Towards Harmonized Uncertainty Estimation for Large Language Models Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.352498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e87b34-a8e6-4d4d-a985-b455905c92b1 · inbound

Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety cites this paper.

Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T10:24:26.332694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35130fee-8516-448a-bce6-86ba31a7a9ad · inbound

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking cites this paper.

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:46:46.147160Z

Source-reported events for the cited work

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

Observation c0d87c5d-cca5-4f86-a379-6fb217b31874 · inbound

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking cites this paper.

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-19T17:12:41.155017Z

Source-reported events for the cited work

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

Observation 13c086a6-7b50-4b44-8f3c-4aef58eceaa1 · inbound

Inducing Artificial Uncertainty in Language Models cites this paper.

Inducing Artificial Uncertainty in Language Models Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:12:55.493469Z

Source-reported events for the cited work

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

Observation aed98242-4a1a-431e-a2e4-2d7cc6ba3b45 · inbound

Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence? cites this paper.

Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence? Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:23:24.374262Z

Source-reported events for the cited work

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

Observation a1354bd1-8ff1-4930-8fe6-92faabe6b8ea · inbound

Just how sure are you? Improving Verbalized Uncertainty Calibration in Medical VQA cites this paper.

Just how sure are you? Improving Verbalized Uncertainty Calibration in Medical VQA Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T12:59:52.890033Z

Source-reported events for the cited work

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

Observation 5c292d1d-7e78-4352-b5b9-0fea5d9dfa9a · inbound

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs cites this paper.

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs Finetuning Language Models to Emit Linguistic Expressions of Uncertainty

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:35:42.144051Z

Source-reported events for the cited work

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