Find more details in the newsletter iteration: https://
louisbouchard.substack.com/p/master-llms-
top-strategies-to-evaluate
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@whats_ai
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Master LLMs: Top Strategies to Evaluate
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Key Benchmarks for Evaluating LLM Reasoning and Coding Abilities
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Use Hellaswag and ARC metrics for reasoning tasks, MMLU and Truthful QA for truthful LLMs, and HumanEval for coding-oriented LLMs. They'll test your model's ability and reveal overlooked weaknesses.
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Perplexity Metric Limitations in AI Model Evaluation
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BUT, Relying solely on Perplexity metric can lead to models memorizing vs. understanding data. It also fails in complex tasks like summarizing or script writing.
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Evaluating Custom LLMs vs Closed-Source Models Performance
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Closed-source models like GPT-4 or Claude yield good performance due to the powerful teams and resources behind them. But for specialized apps, consider shifting to your own LLM and comparing results. Evaluate an LLM's effectivity through the Perplexity Evaluation Metric.
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Choosing the Right LLM for Your Specific Use Case
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Exploring Large Language Models (#LLMs) like closed-source GPT-4, Claude, open-source Llama, Falcon, or your own fine-tuned model can be daunting. Choosing correctly, considering your specific use case is crucial…
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AI implications for writing and journalistic endeavors explored
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Wondering what implications AI has for your writing or journalistic endeavors? Gain more insights about this digital revolution from Limarc's interview here: https://
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Unique AI-Generated Thumbnails Improve SEO Performance
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Limarc also shared a very interesting tip: a uniquely generated thumbnail might actually improve SEO by bringing novelty to the piece rather than using some internet-available generic image.
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AI-Generated Content: Should Platforms Allow It With Transparency?
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Hackernoon accepts AI-created content but requires writer transparency about AI use. The platform may also disclose AI usage rates in the future to maintain complete transparency and guide readers. What do you think about that? Should we allow AI-generated content?
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Hackernoon leverages AI to enhance content creation and reader experience
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Under Limarc's guidance, Hackernoon uses AI broadly, from generating TL:DRs of articles, to creating thumbnail images automatically, to devising catchy titles. The goal is to aid writers and enrich the reader experience.
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Leading AI Editorial Strategy While Balancing Tech and Creative Writing
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Using Hackernoon to share his company's AI endeavours, Limarc rose to lead its editorial strategy. Amidst this progression, he continues to write novels, harmonizing tech and creativity.