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Paper Citation Record · LEDGER

3D Spatial Understanding in MLLMs: Disambiguation and Evaluation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.06613.

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

pith.paper-citation-record.v1
2412.06613 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:19:09.186616Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T17:19:22.919774Z

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 a580ec8a-dacc-4024-b2d0-005af8b26d49 · inbound

Seeing Clearly, Forgetting Deeply: Revisiting Fine-Tuned Video Generators for Driving Simulation cites this paper.

Seeing Clearly, Forgetting Deeply: Revisiting Fine-Tuned Video Generators for Driving Simulation 3D Spatial Understanding in MLLMs: Disambiguation and Evaluation

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-05T17:19:23.021687Z

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.

source=pdf_text observed=2026-08-05T17:19:09.186616Z digest=sha256:a506069bf15c2ebbdcd7b75e10223aec5be8aff9d11845763b32e69daffcc8a2

Observation efff824a-5f86-43b6-9cf3-e428a0bb8de4 · inbound

Beyond Conversations: Spatially-Anchored Previews for Intent Disambiguation in LLM-Assisted Geometry Editing in Virtual Reality cites this paper.

Beyond Conversations: Spatially-Anchored Previews for Intent Disambiguation in LLM-Assisted Geometry Editing in Virtual Reality 3D Spatial Understanding in MLLMs: Disambiguation and Evaluation

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-01T03:23:08.240079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T03:23:08.240079Z digest=sha256:82a73f12377eb32fe0a991798404fc497847458277eb3383b4e927b3bf53e762