mlsanityData to 7 Oct 2026

NewsRECON: News Article Retrieval for Image Contextualization

arXiv 2601.14121 ↗First posted 20 Jan 2026cs.CLcited by 0

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Abstract (arXiv)

Identifying when and where a news image was taken is crucial for journalists and forensic experts to produce credible stories and debunk misinformation. While many existing methods rely on reverse image search (RIS) engines, these tools often fail to return results, thereby limiting their practical applicability. In this work, we address the challenging scenario where RIS evidence is unavailable. We investigate the potential of news article corpora as an alternative to RIS, linking images to relevant articles to infer their dates and locations from article metadata. We evaluate the performance of a news article retrieval pipeline, NewsRECON, which leverages a corpus of over 85,000 articles. Experiments on the TARA dataset show that NewsRECON outperforms prior work and can be combined with a multimodal large language model (MLLM) to achieve new SOTA results in the absence of RIS evidence. Furthermore, NewsRECON generalizes to the 5Pils-OOC benchmark despite geographic and temporal shifts. We make our code available.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 21 of its 33 references that are in the map. First posted on arXiv 20 Jan 2026.

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21 of 33 references.

References · 21

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
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  10. 2025Retrieval-Augmented Generation with Conflicting Evidencecited by 60
  11. 2024AMMeBa: A Large-Scale Survey and Dataset of Media-Based Misinformation In-The-Wildcited by 26
  12. 2022There is a Time and Place for Reasoning Beyond the Imagecited by 22
9 more
  1. 2023Can Vision-Language Models be a Good Guesser? Exploring VLMs for Times and Location Reasoningcited by 22
  2. 2023RED-DOT: Multimodal Fact-checking via Relevant Evidence Detectioncited by 18
  3. 2025AVerImaTeC: A Dataset for Automatic Verification of Image-Text Claims with Evidence from the Webcited by 17
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  5. 2025M4FC: a Multimodal, Multilingual, Multicultural, Multitask Real-World Fact-Checking Datasetcited by 7
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