What Language Model To Choose For Your Project? 🤔 LLM Evaluation

#llm #huggingface #gpt4 #ai
With more than 490,000 language models uploaded in the Hugging Face model repositories, how do you find the best language model for your personal or business projects? I have spent two weeks searching for the best models so you don’t have to.
In this video, you will get to know all details about Hugging Face LLM Leaderboard and how it evaluates all the models objectively, the criteria and ratings, the top models in each category, and the performances of popular models such as GPT-3 and GPT-4, BERT, RoBERTa, and many more.
You will also get to know all six evaluation benchmarks in this leaderboard: MMLU, ARC, HellaSwag, TrithfulQA, Winogrande, and GSM8k. And of course, I’ll let you know about a platform where you can evaluate these models on your own!
Stick around for more videos on LLM, Natural Language Processing (NLP), Generative AI, fun coding and machine learning projects, and follow Analytics Camp on Twitter (X): / analyticscamp
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Zeno AI Evaluation platform
zenoml.com/
www.youtube.com/@analyticsCam...
Key Terms and Concepts:
00:00 Intro
00:28 Hugging Face LLM Leaderboard
01:44 MMLU (Measuring Massive Multitask Language Understanding)
02:08 Hendrycks Tests in MMLU
02:36 Test of Moral Scenarios
03:55 EleutherAI
04:04 Eleuther AI Language Model Evaluation Harness
04:17 AI2 Reasoning Challenge (ARC)
04:30 TruthfulQA tests
04:57 Humans VS LLM scores
05:19 GPT-3 answers to TruthfulQA test (#gpt3)
06:06 HellaSwag tests
06:58 Sample test from HellaSwag
08:31 GPT-4 results of HellaSwag tests (#gpt4)
08:41 RoBERTa, BERT(#googleai) and GPT base models results
09:06 Winogrande test
09:54 GSM8K test
11:03 Results for deciding the best LLM
12:16 Best language models for Question Answering projects
12:48 Zeno AI Evaluation platform

[@Researcher100]

I see what you did with the GPT answers 😏 And the humans vs models thing with Khabib vs McGreggor was super dope 😂😂😂

[@analyticsCamp]

Thanks for watching!

[@facundohannoch3675]

Thank you!! Could not find much information about how to compare LLMs, and your video was really helpful!

[@analyticsCamp]

Glad it was helpful! Let me know if you'd like me to cover any topic :)

[@optiondrone5468]

I'm new to ML, and when it comes to model selection, I always had questions about what are the important matrices that are considered during model selection. I like what Hugging Face did in their leaderboard, and I also liked your explanation. Thanks for sharing it with us.

[@analyticsCamp]

Glad it was helpful!