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Paper Citation Record · LEDGER

The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2503.03122.

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

pith.paper-citation-record.v1
2503.03122 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:30:22.222904Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T23:04:01.922362Z

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 6d210c9c-db51-4ece-b83e-e8e59d775169 · inbound

Seed1.5-VL Technical Report cites this paper.

Seed1.5-VL Technical Report The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:26:05.816865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T05:26:04.960844Z digest=sha256:7f591cf096a81577b0ea060bc1a71f1ea7f78743f213cafaffbd36aff7ce08a6

Observation 4b25bda4-5890-417e-abb3-c5147a9a2c1a · inbound

MLLMs are Deeply Affected by Modality Bias cites this paper.

MLLMs are Deeply Affected by Modality Bias The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-07T14:30:22.222904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:30:22.222904Z digest=sha256:d9f976f3ba4cbf0c9c5d94ea36fd554b775c16e9eb00bd069c8043fa17798836

Observation 5433f728-3020-4ad2-90dc-8093fbc27be8 · inbound

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning cites this paper.

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T00:59:52.282094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T00:59:52.282094Z digest=sha256:56366be479bfb863d86e0400e421abb5290274fc0f6f4fa1dc23c294996652dd

Observation 7ecd662c-7c2a-4f61-98ed-eee696599e37 · inbound

Toward Native Multimodal Modeling: A Roadmap cites this paper.

Toward Native Multimodal Modeling: A Roadmap The Devil Is in the Details: Tackling Unimodal Spurious Correlations for Generalizable Multimodal Reward Models

Reference 189

Resolution
verified exact
arxiv_id, observed 2026-06-29T23:04:01.924052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-29T22:58:38.610609Z digest=sha256:9d6f271924f20a6da563ca3d7847080d57dd678cabf61d0500c86140f76cd10c