Paper Citation Record · LEDGER

Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2403.20331.

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

pith.paper-citation-record.v1
2403.20331 v4

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 2026-08-17T06:30:58.91139+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:52:56.380700Z

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

1
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 78f3478c-81c6-4f15-b614-4392da0fc5bf · inbound

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding cites this paper.

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:09:30.467024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1a8c0e8a-bdf5-41f1-a0cf-5c0bd195d76b · inbound

NEMO: Can Multimodal LLMs Identify Attribute-Modified Objects? cites this paper.

NEMO: Can Multimodal LLMs Identify Attribute-Modified Objects? Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T11:57:29.107976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1016327-8cba-41e1-a806-e16fd46cccfd · inbound

Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection cites this paper.

Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:17.849712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a759f1de-357d-4a06-9a52-dc7320867727 · inbound

Are vision language models robust to uncertain inputs? cites this paper.

Are vision language models robust to uncertain inputs? Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:56.380700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeefadf2-cac0-4f77-877e-2bbe79f734ec · inbound

Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model cites this paper.

Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:40:58.104064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b9aff2a-064c-4500-b201-322cb1d36f4e · inbound

KnowDR-REC: A Benchmark for Referring Expression Comprehension with Real-World Knowledge cites this paper.

KnowDR-REC: A Benchmark for Referring Expression Comprehension with Real-World Knowledge Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T21:11:51.901883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e43eb217-ad50-4585-8686-7faaa11f9a6c · inbound

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations cites this paper.

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:17:56.438542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7204fdd4-32de-4db4-8098-d73607514d8e · inbound

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO cites this paper.

Teaching MLLMs to Say No: Generalized Referring Expression Comprehension via Refusal Calibrated GRPO Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T18:44:50.683795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.