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Paper Citation Record · LEDGER

Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2502.16033.

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

pith.paper-citation-record.v1
2502.16033 v3

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 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:58:36.481400Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T03:57:38.826132Z

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 90a30213-3e7f-4c12-b533-0f468969e11b · inbound

MARBLE: A Hard Benchmark for Multimodal Spatial Reasoning and Planning cites this paper.

MARBLE: A Hard Benchmark for Multimodal Spatial Reasoning and Planning Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T21:58:36.481400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:58:36.481400Z digest=sha256:37dced0239744fd5efbf4e6772c4ff3785e3992ec5cc6307cac4de1bca8cce0f

Observation be17bcbc-6a94-4caf-9ef8-f2d0e315a1ea · inbound

How Do Vision-Language Models Process Conflicting Information Across Modalities? cites this paper.

How Do Vision-Language Models Process Conflicting Information Across Modalities? Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:07.466049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:47:07.466049Z digest=sha256:4ab2324faa6818a6f03127e2e0f2c0b95a83f01b932a6b2cb8edddc597c79556

Observation e8c61fe0-5c7b-4e10-aae3-950e14610429 · inbound

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability cites this paper.

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T01:00:28.391005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T01:00:28.391005Z digest=sha256:4e8d85390cb783f61cdb49c2fd1cb613c21693065353436db5778e8112fdd4b1

Observation 45c92c83-0408-4789-82f4-6fc233b19171 · inbound

Early Estimation of Language to Latent Alignment in Diffusion Models cites this paper.

Early Estimation of Language to Latent Alignment in Diffusion Models Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-03T17:42:46.128986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:42:46.128986Z digest=sha256:266f325e54e51bcca2baa22328e0fb84fe4bc66265539f25e890447e56f710f5

Observation ae593e76-deed-40ef-a2f0-8995678414e6 · inbound

Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs cites this paper.

Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:53:42.860433Z

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=2026-05-16T23:52:13.813452Z digest=sha256:bf34eb2fcff65a4b1514261e3a60273e44f08cc4fac33d7c5c2ceac34a8e35ae

Observation 8c1614a6-1c37-4bc3-a586-b02deaf74d24 · inbound

M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding cites this paper.

M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-03T10:49:58.901707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:49:58.901707Z digest=sha256:b05a25b294d055c767e50f614449b101143b677d3b6a6135f5e8a95d4fce309b

Observation a412f3db-c69e-437d-bea0-bded1c6c68be · inbound

Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking cites this paper.

Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 57

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T16:47:10.210808Z

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=arxiv_source observed=2026-06-27T22:20:53.187362Z digest=sha256:c2f968592343a7e1db5981e169e3e60f852540d6859947e000b2ee71adabff38

Observation e04b4a3f-564c-4bd1-b31b-ba45648442b9 · inbound

ArtiFact: A Large-Scale Multi-Modal Cultural Heritage Dataset cites this paper.

ArtiFact: A Large-Scale Multi-Modal Cultural Heritage Dataset Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-07-03T03:57:38.827422Z

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=2026-06-27T14:19:07.591742Z digest=sha256:72c10aa75e33990108cb5d09443bf2541966a12fd778496108e8ed54dc09d08a