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Confounds and Complex Bias Interplay from Human Bias Mitigation in Language Model Datasets Used for Finetuning LLMs
A 2023 dataset that balanced occupational bias distribution in one dataset may have decreased racial bias (unintentionally), but increased gender and…
Sep 30
•
Jonathan Bennion
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AI Encoder: Parsing Signal from Hype
Confounds and Complex Bias Interplay from Human Bias Mitigation in Language Model Datasets Used for Finetuning LLMs
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Zapier's Deviation from AI Tool Adoption Trends in AI Hype Cycle and Potential Comeback
Diverging trends suggest automation tools faced challenges during AI hype cycle - will trend reverse as hype subsides?
Sep 4
•
Jonathan Bennion
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AI Encoder: Parsing Signal from Hype
Zapier's Deviation from AI Tool Adoption Trends in AI Hype Cycle and Potential Comeback
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August 2024
How AI Was (Briefly) Hijacked by Hype - Why We Can't Have Good Things
Hypothesis on how an intelligent new technology was overtaken by hype from covid-era business school graduates, uneducated marketers, and influencers…
Aug 28
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Jonathan Bennion
2
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AI Encoder: Parsing Signal from Hype
How AI Was (Briefly) Hijacked by Hype - Why We Can't Have Good Things
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Chicken or Egg: Relationship between LinkedIn posts by HuggingFace employees and Nvidia Stock Price
Oddly correlated - are they symbiotic?
Aug 26
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Jonathan Bennion
4
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AI Encoder: Parsing Signal from Hype
Chicken or Egg: Relationship between LinkedIn posts by HuggingFace employees and Nvidia Stock Price
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Querying AI and Cloud Trends: Azure and OpenAI Dominate but Growth Slows, Amazon May Have Peaked
Cutting through the AI hype to query actual developer usage (with presumptions), for prioritization of safety tools and guidance for partnerships.
Aug 22
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Jonathan Bennion
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AI Encoder: Parsing Signal from Hype
Querying AI and Cloud Trends: Azure and OpenAI Dominate but Growth Slows, Amazon May Have Peaked
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GraphRAG Analysis, Part 2: Graph Creation and Retrieval vs Vector Database Retrieval
Since Microsoft's GraphRAG paper showed only vaguely defined lift, I found GraphRAG increased faithfulness but not other RAGAS metrics - the ROI of…
Aug 20
•
Jonathan Bennion
3
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AI Encoder: Parsing Signal from Hype
GraphRAG Analysis, Part 2: Graph Creation and Retrieval vs Vector Database Retrieval
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July 2024
Preventing Prompt Injection: A Case Study with Priceline's AI Tool Penny
Strategies to Mitigate Persistent Prompt Injection Threats in AI Systems
Jul 11
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Jonathan Bennion
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AI Encoder: Parsing Signal from Hype
Preventing Prompt Injection: A Case Study with Priceline's AI Tool Penny
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GraphRAG Analysis, Part 1: How Indexing Elevates Vector Database Performance in RAG When Using Neo4j
A deep dive on Microsoft's GraphRAG paper found questionable metrics with vaguely defined lift, so I analyzed knowledge graphs in RAG overall using…
Jul 9
•
Jonathan Bennion
16
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AI Encoder: Parsing Signal from Hype
GraphRAG Analysis, Part 1: How Indexing Elevates Vector Database Performance in RAG When Using Neo4j
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2
May 2024
Langchain’s built-in eval metrics for AI output: how are they different?
Mostly creating my own custom metrics, but have come across these built-in metrics for AI tools in LangChain repeatedly and ran a quick analysis.
May 22
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Jonathan Bennion
1
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AI Encoder: Parsing Signal from Hype
Langchain’s built-in eval metrics for AI output: how are they different?
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April 2024
Gemini 1.5 Pro preview hack
How to get more control if you're still waiting for API access
Apr 22
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Jonathan Bennion
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AI Encoder: Parsing Signal from Hype
Gemini 1.5 Pro preview hack
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September 2023
How do you know if your RAG/fine-tuned LLM implementation is good?
A quick primer on LLM evaluation
Sep 20, 2023
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Jonathan Bennion
1
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AI Encoder: Parsing Signal from Hype
How do you know if your RAG/fine-tuned LLM implementation is good?
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