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CBChinmay Bansalchinmaybansal.hashnode.devJul 19 · 10 min read

How Vision-Language Models Actually 'See'

Type "a dog wearing sunglasses at the beach" into an image search bar, and somehow, out of billions of unlabeled photos, the right ones show up. Nobody manually tagged those photos with that exact phr

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BKBinesh Kumarthedatasense.comJan 7 · 7 min read

Building AI Agents with Multimodal Models: Part 2

Contrastive Learning: Teaching AI That a Picture is Worth a Thousand Words This is Part 2 of a 4-part series based on learnings from NVIDIA's "Building AI Agents with Multimodal Models" certification. The Big Question: How Do You Connect Pictures an...

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TWThomas Weitzelemria.comFeb 27, 2025 · 18 min read

7: Scaling, Generalization, and Limitations

Introduction While the Latent Program Network (LPN) presents a powerful new approach to program synthesis and reasoning, scaling it to larger, more complex tasks introduces significant challenges. Generalization beyond training tasks remains a key go...

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JVJohannes Vassengineering.cloudflight.ioJan 9, 2025 · 6 min read

Language Bias in Multilingual Semantic Search Systems

In the fast-changing field of natural language processing (NLP), semantic search has become crucial for applications like chatbots and fact-checkers. This technology can also enhance search engines, allowing users to find relevant information by aski...

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GDGabi Dobocanblog.telepat.ioDec 11, 2024 · 4 min read

Leveraging Pre-Trained Language Models for Enhanced Stance and Premise Classification on Social Media

Introduction With the advent of social media, platforms like Twitter and Facebook have become focal points for public discourse. As users express their opinions on trending topics and global events, it becomes critical for stakeholders—be it governme...

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GDGabi Dobocanblog.telepat.ioNov 22, 2024 · 4 min read

TaxaBind: Unlocking New Potential in Ecology

Introduction Today, we're diving into a fascinating innovation in the realm of ecological research: TaxaBind. This paper details an ambitious project to create a unified embedding space across multiple modalities like images, geography, audio, and te...

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GDGabi Dobocanblog.telepat.ioNov 22, 2024 · 5 min read

Fishing In Uncertainty: A Synthetic Approach to Genetic Aberration Detection

Arxiv: https://arxiv.org/abs/2411.01025v1 PDF: https://arxiv.org/pdf/2411.01025v1.pdf Authors: Roxane Licandro, Sabine Taschner-Mandl, Martin Kampel, Simon Gutwein Published: 2024-11-01 What are the main claims in the paper? Cancer diagnostics rely ...

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JCJuan Carlos Olamendyjuancolamendy.hashnode.devJun 12, 2024 · 6 min read

Real-world ML: Contrastive Learning, The Power of Grasping the Data Essence

Imagine trying to identify a rare disease with just a few x-ray images. The high cost of labeling and the scarcity of data make this task daunting. I got you! I faced a similar situation trying to train a model for anomaly detection. Now, picture a m...

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JCJuan Carlos Olamendyjuancolamendy.hashnode.devJan 24, 2024 · 11 min read