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Paper Citation Record · LEDGER

Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.14660.

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

pith.paper-citation-record.v1
2412.14660 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:36:15.499186Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:02:26.039640Z

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 ebdf2bfd-a829-47a8-b447-09ce69d6f26a · inbound

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models cites this paper.

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:15.499186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:15.499186Z digest=sha256:5eb7abec7c2ead8d0d43b35fbf0e2317f09cbd8d26f9f5e68b79d2205fcefdfd

Observation e4f9cdbc-e1c9-484e-bd9b-bc706bdf3cad · inbound

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications cites this paper.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T16:39:48.333276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:39:48.333276Z digest=sha256:db688f98f2aab18207d7deb5be81e59d09441412447b929787d17b8b85a35fa5

Observation abb38b43-6f4f-4061-a3fb-3923a135e040 · inbound

Evaluating Uncertainty and Quality of Visual Language Action-enabled Robots cites this paper.

Evaluating Uncertainty and Quality of Visual Language Action-enabled Robots Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language Models

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:02:26.045778Z

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.

source=pdf_text observed=2026-08-06T15:02:25.484624Z digest=sha256:7f4a7e4a688aee8a8fd7f142b41dd1f770e7e4bf14cce8aaa72ac9c284ae38c6