Mahesh Jadhav’s Post

This prompting report is your ultimate guide to prompt engineering It's one of the most thorough reports that summarizes all the research so far

This is an interesting review of the techniques used to query AI databases.

This is a great resource for developers working with LLM prompts. Download the paper in the link and read through - it will unlock numerous LLM capabilities you may not have been aware of. #llm #promptengineering

😎 This prompting report is your ultimate guide to prompt engineering! IMO it's one of the most thorough reports that summarizes all the research so far! Kudos to Sander Schulhoff from Learn Prompting and other co-authors from OpenAI & Microsoft! 👉 It starts of with clearly explaining the concept and then providing structured understanding by creating a taxonomy of prompting techniques, analyzing their use, and presenting a comprehensive vocabulary of 33 terms. 👉 It also explores 58 text-only prompting techniques and 40 techniques for other modalities, providing a meta-analysis of the entire literature on natural language prefix-prompting. I'm also going through it and jotting down notes. It's a fantastic report; definitely a must-read if you want to become proficient in prompt engineering. Here's the link: https://lnkd.in/emnS_zqT #promptengineering #prompting

How I wish LINKEDIN MEMBERS in the fields in addition to this ENGINEERING field also "PROMPT" us about! So that we understand LAW, MEDICINE, ETC. ETC. better and better through ARTIFICIAL INTELLIGENCE!

We tested OpenAI's GPT 3.5 & 4, Meta's Llama 3, Google's Gemini 1.5 Pro, Cohere's Command R+ and 130+ other LLMs on writing code. Deep dive blog post soon 🏇 In the meantime: a screenshot of the results (more points is better)

I've been playing around with You.com that lets me use OpenAI, Claude, and Gemini (Google) pro models within a single chat, with no usage limitations. ✅ Claude is best for summarizing and writting text, but doesnt' have any context. It's great for analysing, writting, and summarizing long text. ✅ GPT 4 is great for summarizing but I don't like its writting. I also use it to return HTML version of text. I was impressed when it returned a Google Sheet formula that I didn't ask for but solved my problem. ✅ Gemini, to me, is the best: great context, summarization, returns formulas, code. I don't use AI to write text for me. I only use it to summarize it, structure it, making it more succint and clear. For people who outsource 100% writing, GPT 4 looks better, but I don't think any model is good enough for that. You must provide context.

📢 𝐀𝐧 𝐈𝐧-𝐝𝐞𝐩𝐭𝐡 𝐋𝐨𝐨𝐤 𝐚𝐭 𝐆𝐞𝐦𝐢𝐧𝐢'𝐬 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐀𝐛𝐢𝐥𝐢𝐭𝐢𝐞𝐬 Google #Gemini vs OpenAI #GPT: The recently released Google Gemini class of models are the first to rival the OpenAI GPT series across a wide variety of tasks. ✅ The paper provides a third-party, objective comparison of the abilities of the OpenAI GPT and Google Gemini models with reproducible code and fully transparent results. ✅ An in-depth analysis is performed over 10 datasets testing a variety of language abilities, including reasoning, answering knowledge-based questions, solving math problems, translating between languages, generating code, and acting as instruction-following agents. 💡 Gemini Pro achieves accuracy that is close but slightly inferior to the corresponding GPT 3.5 Turbo on all tasks benchmarked. The under-performance is attributed to failures in mathematical reasoning with many digits, sensitivity to multiple-choice answer ordering, aggressive content filtering, and others. 💡 Gemini demonstrates comparably high performance in generation into non-English languages, and handling longer and more complex reasoning chains. 👉 Data, code and paper https://lnkd.in/dnhimv_H #llms #generatieveai

An important perspective to understand about the #Google #Gemini announcements ⟶ Gemini Nano-1 and 2 are powerful models optimised for running on devices. (Thanks for sharing Andrew Jardine.) This matters for #AI for education because you notice the ambitious broader scope when you zoom to an ecosystem level. Gemini is not just another model update, it is framed as a new “era” and Demis Hassabis refers to a “universal” approach. A whole new series of models plugging into a wide range of products and experiences. I see the PR play here in terms of capability emphasis in the face of OpenAI’s market lead (if that is a thing?), but it is also worth taking stock of the breadth of the ecosystem Google has: 🤔 ChatGPT Monthly active users in October 2023: 1.7 billion. Three quarters of all smartphones in the world run Android 🤯 Every month: 1 billion users access Google Docs 🤯 1.5 billion users access GMail 🤯 2 billion users access Google Drive 🤯 Pause for a moment and imagine the scale of interactions, behaviour nudges, data flows, information shifts and opportunities for learning. (Maybe I did the brainsplosion emoji too soon.) ~ It is early days but here are some questions and initial thoughts: ⬩How can multi-modal input and output (anything-to-anything) improve accessibility to powerful AI capabilities for all learners and educators? ⬩Where are the measures of performance regarding bias and safety? How do these compare with the known GPT series bias issues? ⬩When I think about small language models (SLM) running on student devices - how do we create safe learning spaces? ⬩Could Gemini Nano be used to address educational needs in low-resource contexts with limited internet access or bandwidth? ⬩How does this technological advance make our learning ecosystems healthier? #promptcraft #aiforeducation #ai

In the tech world, everything's connected. Today, you might be leading the pack in your field, but an innovation from a totally different area could change the game overnight. It's like everything's part of this giant, interlinked system. Right now, I'm deep-diving into the Gemini report. It's 60 pages of pure tech and innovation. To be honest, I only get a tiny bit of it, but that bit? Totally fascinating. It's like getting a sneak peek into a whole new world of ideas and possibilities #gemini #gemininano