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The devil is in the details: Tackling unimodal spurious correlations for generalizable multimodal reward models

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

citation-role summary

background 1 baseline 1

citation-polarity summary

fields

cs.CV 2

years

2026 1 2025 1

verdicts

UNVERDICTED 2

representative citing papers

Seed1.5-VL Technical Report

cs.CV · 2025-05-11 · unverdicted · novelty 4.0

Seed1.5-VL is a compact multimodal model that sets new records on dozens of vision-language benchmarks and outperforms prior systems on agent-style tasks.

Toward Native Multimodal Modeling: A Roadmap

cs.CV · 2026-05-25 · unverdicted · novelty 3.0

A roadmap that defines architectural nativity for multimodal models and categorizes them into Multi-to-Text, Multi-to-Target, and Multi-to-Multi types while outlining an industrial pipeline toward unified transformer-based native multimodal modeling.

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Showing 2 of 2 citing papers.

  • Seed1.5-VL Technical Report cs.CV · 2025-05-11 · unverdicted · none · ref 76

    Seed1.5-VL is a compact multimodal model that sets new records on dozens of vision-language benchmarks and outperforms prior systems on agent-style tasks.

  • Toward Native Multimodal Modeling: A Roadmap cs.CV · 2026-05-25 · unverdicted · none · ref 189

    A roadmap that defines architectural nativity for multimodal models and categorizes them into Multi-to-Text, Multi-to-Target, and Multi-to-Multi types while outlining an industrial pipeline toward unified transformer-based native multimodal modeling.