@BalabakGuy
@lemmy.mlDo chatgpt or other language models help you code more efficiently and faster? Is it worth spending your money for it?
https://arxiv.org/abs/2402.03300
Abstract
Mathematical reasoning poses a significant challenge for language models due to its complex and structured nature. In this paper, we introduce DeepSeekMath 7B, which continues pre-training DeepSeek-Coder-Base-v1.5 7B with 120B math-related tokens sourced from Common Crawl, together with natural language and code data. DeepSeekMath 7B has achieved an impressive score of 51.7% on the competition-level MATH benchmark without relying on external toolkits and voting techniques, approaching the performance level of Gemini-Ultra and GPT-4. Self-consistency over 64 samples from DeepSeekMath 7B achieves 60.9% on MATH. The mathematical reasoning capability of DeepSeekMath is attributed to two key factors: First, we harness the significant potential of publicly available web data through a meticulously engineered data selection pipeline. Second, we introduce Group Relative Policy Optimization (GRPO), a variant of Proximal Policy Optimization (PPO), that enhances mathematical reasoning abilities while concurrently optimizing the memory usage of PPO.
https://twitter.com/deepseek_ai/status/1754701472363958581
🚀 DeepSeekMath: Approaching Mathematical Reasoning Capability of GPT-4 with a 7B Model.
Highlights:
Continue pre-training DeepSeek-Coder-Base-v1.5 7B with 120B math tokens from Common Crawl.
Introduce GRPO, a variant of PPO, that enhances mathematical reasoning and reduces training resources.
More Details:https://arxiv.org/abs/2402.03300
Model Download:https://huggingface.co/deepseek-ai
GitHub Repo:https://github.com/deepseek-ai/DeepSeek-Math
https://www.goody2.ai/chat
Introducing a new AI model with next-gen ethical alignment. Chat now.
Can it freeze water?
I don't know how to express or articulate my thoughts and my vocabulary and grammar gets messed up the more I write so I will just write simply.
What I'm trying to say is that every day or hour or minute or everytime you think, you feels like your original selves is dying. I know that we are constantly growing but i just can't stop thinking that whenever we grow or learning new things or start to think differently, our past selves is dead. I think back to my past selves in middle school, highschool and from 2022 and think, aren't they dead? No matter what i do or think or whatever happens to me, i can't bring back the personalities or "me"s from the past. They remain dead and continue to being dead. Unless they are exist in another timeline or universe.
What exactly is identity, consciousness or the self which is me? I don't know nor understand but this idea just stuck in my mind and occasionally appears when I'm bored, stressed or relaxed.
Just looking for other answers to this.
How do you know that you know anything? How do you know you can rely on your senses? (As in: I know the rock exists because I can see the rock. How do you know you can see it?)
If knowledge is reliant upon our senses and reasoning (which it is), and we can't know for sure that our senses are reasoning are valid, then how can we know anything?
So is all knowledge based on faith?
If all knowledge is based on faith, then is science reliable?
If all knowledge is based on faith, then what about ACTUAL faith? Why is it so illogical?
Solipsism vs Nihilism
Solipsism claims that we know our own mind exists, where Nihilism claims we don't know that anything exists.
Your thoughts?
Original from reddit
After testing Mistral-Instruct and Zephyr, I decided to start figuring out more ways to integrate them in my workflow. Running some unit tests now, and noting down my observations over multiple iterations. Sharing my current list:
Some of these may sound pretty obvious, but I like having a list that I can run through whenever I'm troubleshooting a prompt.
Copied from here
Is it just me that Eternity becomes laggy when scrolling on multiple images? I tried scrolling the post on lemmy website and it works just fine. post example