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Daily edition · Information Retrieval

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TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.

24 Sep 2026 edition

34 articles · 3 sources · 34 papers ·

Top topics: AI Research · AI · Information Retrieval

Information Retrieval AI AI Research

MultiVENT-Raw: A Benchmark for Retrieval and Reasoning over Raw Videos

arXiv:2609.28437v1 Announce Type: cross Abstract: Online information is increasingly consumed in video format. Much of this comes in the form of *raw video*: continuous footage taken on a cell phone, with a hand-held…

Source: arXiv cs.IR Reno Kriz, David Etter, Alexander Martin, Cameron Carpenter, Debashish Chakraborty, Hannah Recknor, Reihaneh Iranmanesh, Matthew Maciejewski, Kenton Murray, Eugene Yang, Benjamin Van Durme, Aaron Ste…
Information Retrieval AI AI Research

MM-BRIGHT: A Multi-Task Multimodal Benchmark for Reasoning-Intensive Retrieval

arXiv:2601.09562v3 Announce Type: replace Abstract: Existing retrieval benchmarks primarily consist of text-based queries where keyword or semantic matching is usually sufficient. Many real-world queries contain…

Source: arXiv cs.IR Abdelrahman Abdallah, Mohamed Darwish Mounis, Mahmoud Abdalla, Mahmoud SalahEldin Kasem, Mostafa Farouk Senussi, Mohamed Mahmoud, Mohammed Ali, Adam Jatowt, Hyun-Soo Kang
Information Retrieval AI AI Research

KnowTeX: Visualizing Mathematical Dependencies

arXiv:2601.15294v3 Announce Type: replace-cross Abstract: Dependency graphs that show how definitions, theorems, and proofs relate to each other are valuable for understanding the structure of mathematical texts.…

Source: arXiv cs.IR Elif Uskuplu, Lawrence S. Moss, Valeria de Paiva
Information Retrieval AI AI Research

LEGO: Synergizing Expert GraphRAG and Expert Chain-of-Thought for Legal Reasoning

arXiv:2609.27009v1 Announce Type: cross Abstract: Large language models are increasingly applied to high-risk domains such as law, yet complex legal reasoning remains limited by two structural challenges. First,…

Source: arXiv cs.IR Qingjing Chen, Junkai Zhang, Shaochun Wang, Jiahao Ding, Siyuan Zheng, Yukun Yan, Zhi Zheng, Antonino Rotolo, Yun Liu, Weixing Shen
Information Retrieval AI AI Research

VLM2GeoVec: Toward Universal Multimodal Embeddings for Remote Sensing

arXiv:2512.11490v2 Announce Type: replace-cross Abstract: Satellite imagery differs from natural images in viewpoint, resolution, scale variation, and the prevalence of small objects -- demanding both region-level…

Source: arXiv cs.IR Emanuel S\'anchez Aimar, Gulnaz Zhambulova, Fahad Shahbaz Khan, Yonghao Xu, Michael Felsberg
Information Retrieval AI AI Research

From Ranked Documents to Reliable Contexts: An Answer-Oriented Context Construct Framework for AI Search

arXiv:2609.23354v3 Announce Type: replace Abstract: Traditional Web search follows a human-facing paradigm in which users inspect ranked documents and synthesize information themselves. In AI Search, retrieved documents…

Source: arXiv cs.IR Yunfei Zhong, Yinqiong Cai, Lixin Su, Haosheng Qian, Lixin Zou, Yixing Fan, Sheng Xu, Jiafeng Guo, Daiting Shi, Jingzhou He

Showing 1 day · 34 items available