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Automatic Prompt Optimization
Practical techniques for improving prompt quality without manual effort...
Nov 4
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Cameron R. Wolfe, Ph.D.
58
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Automatic Prompt Optimization
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6
September 2024
Model Merging: A Survey
From modern LLM applications to the early days of machine learning research...
Sep 16
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Cameron R. Wolfe, Ph.D.
66
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Model Merging: A Survey
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8
July 2024
Using LLMs for Evaluation
LLM-as-a-Judge and other scalable additions to human quality ratings...
Jul 22
•
Cameron R. Wolfe, Ph.D.
95
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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
•
Cameron R. Wolfe, Ph.D.
53
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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
•
Cameron R. Wolfe, Ph.D.
107
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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
•
Cameron R. Wolfe, Ph.D.
35
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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
•
Cameron R. Wolfe, Ph.D.
71
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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
•
Cameron R. Wolfe, Ph.D.
81
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Decoder-Only Transformers: The Workhorse of Generative LLMs
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14
February 2024
Dolma, OLMo, and the Future of Open-Source LLMs
How making open-source LLMs truly open will change AI research for the better...
Feb 20
•
Cameron R. Wolfe, Ph.D.
28
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Dolma, OLMo, and the Future of Open-Source LLMs
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2
A Practitioners Guide to Retrieval Augmented Generation (RAG)
How basic techniques can be used to build powerful applications with LLMs...
Feb 5
•
Cameron R. Wolfe, Ph.D.
69
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A Practitioners Guide to Retrieval Augmented Generation (RAG)
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4
January 2024
Sleeper Agents, LLM Safety, Finetuning vs. RAG, Synthetic Data, and More
Notable advancements and topics in LLM research from January of 2024...
Jan 22
•
Cameron R. Wolfe, Ph.D.
41
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Sleeper Agents, LLM Safety, Finetuning vs. RAG, Synthetic Data, and More
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9
The Basics of AI-Powered (Vector) Search
How the modern AI boom has completely revolutionized search applications...
Jan 8
•
Cameron R. Wolfe, Ph.D.
58
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The Basics of AI-Powered (Vector) Search
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