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Research#llm📝 BlogAnalyzed: Dec 29, 2025 01:43

RAG: Accuracy Didn't Improve When Converting PDFs to Markdown with Gemini 3 Flash

Published:Dec 29, 2025 01:00
1 min read
Qiita LLM

Analysis

The article discusses an experiment using Gemini 3 Flash for Retrieval-Augmented Generation (RAG). The author attempted to improve accuracy by converting PDF documents to Markdown format before processing them with Gemini 3 Flash. The core finding is that this conversion did not lead to the expected improvement in accuracy. The article's brevity suggests it's a quick report on a failed experiment, likely aimed at sharing preliminary findings and saving others time. The mention of pdfplumber and tesseract indicates the use of specific tools for PDF processing and OCR, respectively. The focus is on the practical application of LLMs and the challenges of improving their performance in real-world scenarios.

Key Takeaways

Reference

“The article mentions the use of pdfplumber, tesseract, and Gemini 3 Flash for PDF processing and Markdown conversion.”

PermalinkQiita LLM
Research#llm🔬 ResearchAnalyzed: Jan 4, 2026 08:01

A Contextual Analysis of Driver-Facing and Dual-View Video Inputs for Distraction Detection in Naturalistic Driving Environments

Published:Dec 23, 2025 03:36
1 min read
ArXiv

Analysis

This article likely presents a research study focused on using video data to identify distracted driving behaviors. The title suggests a focus on the context of the driving environment and the use of different camera perspectives. The research likely involves analyzing video inputs from cameras facing the driver and potentially also from cameras capturing the road ahead or the vehicle's interior. The goal is to improve the accuracy of distraction detection systems.

Key Takeaways

    Reference

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    PermalinkArXiv
    Research#Retrieval🔬 ResearchAnalyzed: Jan 10, 2026 09:01

    PMPGuard: Enhancing Remote Sensing Image-Text Retrieval

    Published:Dec 21, 2025 09:16
    1 min read
    ArXiv

    Analysis

    This research paper, available on ArXiv, introduces PMPGuard, a novel approach to improve image-text retrieval in remote sensing. The paper's contribution lies in addressing the problem of pseudo-matched pairs, which hinder the accuracy of such systems.
    Reference

    “The research focuses on remote sensing image-text retrieval.”

    PermalinkArXiv
    Research#LLM🔬 ResearchAnalyzed: Jan 10, 2026 13:53

    Personality Infusion Mitigates Priming in LLM Relevance Judgments

    Published:Nov 29, 2025 08:37
    1 min read
    ArXiv

    Analysis

    This research explores a novel approach to improve the reliability of large language models in evaluating relevance, which is crucial for information retrieval. The study's focus on mitigating priming effects through personality infusion is a significant contribution to the field.
    Reference

    “The study aims to mitigate the threshold priming effect in large language model-based relevance judgments.”

    PermalinkArXiv
    Research#llm👥 CommunityAnalyzed: Jan 4, 2026 08:52

    Learn American Sign Language Fingerspelling with Machine Learning

    Published:May 27, 2021 21:40
    1 min read
    Hacker News

    Analysis

    This article highlights the application of machine learning to teach American Sign Language (ASL) fingerspelling. The use of AI in language learning, particularly for accessibility, is a positive development. The article likely discusses the technical aspects of the AI model, the training data used, and the accuracy of the system. Further analysis would require the full article content.

    Key Takeaways

      Reference

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      PermalinkHacker News