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Demystifying Reasoning Models
Understanding reasoning models and their relation to standard LLMs...
Feb 18
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Cameron R. Wolfe, Ph.D.
58
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Demystifying Reasoning Models
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January 2025
Mixture-of-Experts (MoE) LLMs
Understanding models like DeepSeek, Grok, and Mixtral from the ground up...
Jan 27
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Cameron R. Wolfe, Ph.D.
173
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Mixture-of-Experts (MoE) LLMs
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10
Scaling Laws for LLMs: From GPT-3 to o3
Understanding the current state of LLM scaling and the future of AI research...
Jan 6
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Cameron R. Wolfe, Ph.D.
106
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Scaling Laws for LLMs: From GPT-3 to o3
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8
December 2024
Finetuning LLM Judges for Evaluation
The Prometheus suite, JudgeLM, PandaLM, AutoJ, and more...
Dec 2, 2024
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Cameron R. Wolfe, Ph.D.
72
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Finetuning LLM Judges for Evaluation
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4
November 2024
Automatic Prompt Optimization
Practical techniques for improving prompt quality without manual effort...
Nov 4, 2024
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Cameron R. Wolfe, Ph.D.
82
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Automatic Prompt Optimization
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8
September 2024
Model Merging: A Survey
From modern LLM applications to the early days of machine learning research...
Sep 16, 2024
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Cameron R. Wolfe, Ph.D.
69
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Model Merging: A Survey
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July 2024
Using LLMs for Evaluation
LLM-as-a-Judge and other scalable additions to human quality ratings...
Jul 22, 2024
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Cameron R. Wolfe, Ph.D.
103
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Using LLMs for Evaluation
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14
June 2024
Summarization and the Evolution of LLMs
How research on abstractive summarization changed language models forever...
Jun 3, 2024
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Cameron R. Wolfe, Ph.D.
54
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Summarization and the Evolution of LLMs
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3
April 2024
Modern Advances in Prompt Engineering
Distilling and understanding the most rapidly-evolving research topic in AI...
Apr 29, 2024
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Cameron R. Wolfe, Ph.D.
110
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Modern Advances in Prompt Engineering
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7
DBRX, Continual Pretraining, RewardBench, Faster Inference, and More
A deep dive into recent and impactful advancements in LLM research...
Apr 1, 2024
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Cameron R. Wolfe, Ph.D.
37
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DBRX, Continual Pretraining, RewardBench, Faster Inference, and More
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6
March 2024
Mixture-of-Experts (MoE): The Birth and Rise of Conditional Computation
What two decades of research taught us about sparse language models...
Mar 18, 2024
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Cameron R. Wolfe, Ph.D.
95
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Mixture-of-Experts (MoE): The Birth and Rise of Conditional Computation
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16
Decoder-Only Transformers: The Workhorse of Generative LLMs
Building the world's most influential neural network architecture from scratch...
Mar 4, 2024
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Cameron R. Wolfe, Ph.D.
95
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Decoder-Only Transformers: The Workhorse of Generative LLMs
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14
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