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Deep learning paper reviews, blogs about machine learning techniques, LLM discussions

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Latest Issues

It’s not enough for an LLM to be right: from a single correct answer to a collection of ways of thinking.

In recent years, RL has become one of the central tools for improving the reasoning abilities of language models. One especially prominent approach is RLVR, training with a verifiable reward, usually based on a simple question: is the final...

6 days ago
3

When Local Optimization Breaks Global Demand

An unusual review of an unusual AI paper that incorporates flavors of game theory, which I will someday (in retirement) learn properly. Since I am an expert in neither game theory nor economics, and only understand a bit about AI, I don’t r...

11 days ago
2

Can AI Replace Developers in Software Engineering Research? Bridging the Gap Between Academia and Industry

One of the most frustrating obstacles in software engineering research is the necessity of human labeling to compare different methods. Recruiting professional developers is expensive, the paper notes an average cost of $60 per hour, which...

13 days ago
8
1

Hybrid optimization is simply babysitting evolution

An unusual paper on HPO and the integration of LLMs within it, where HPO stands for Hyperparameter Optimization.

There is a widespread belief that LLMs can reason their way through complex search spaces by scanning experiment histories. Th...

17 days ago
3

When the Source Is Real but the Content Is Fabricated: What Hallucinations in Language Models Look Like

Okay, friends, today’s review deals with one of the most annoying, stubborn, and challenging problems in language models: hallucinations. Not the simple kind of hallucination where “the model invented a fact in a single question,” but the m...

21 days ago
5

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Authors

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  • Mike Erlihson, Mathy AI

    Seasoned Data Scientist and Math PhD with >20 years of experience in a wide range of algorithm development/data domains

  • Niv Cohen

    PhD candidate - Weizmann Institute of Science

  • Shmulik Cohen | AI Superhero

    AI Engineer and Master's student with a passion for making complex technology accessible. I share practical guides, project insights, and curated tech developments to help you become your own AI Superhero

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