David Korn

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replied to openfree's post about 1 month ago
๐Ÿง  ThinkFlow: The Revolutionary Platform That Gives LLMs the Power to Think ๐Ÿš€ Hello AI community! We're excited to introduce you to ThinkFlow, an innovative service that transforms how language models solve problems. ๐ŸŽ‰ https://huggingface.co/spaces/VIDraft/ThinkFlow-llama โœจ What is ThinkFlow? ThinkFlow is a groundbreaking platform that automatically applies step-by-step reasoning capabilities to existing LLM models without any modifications. It makes complex problem-solving transparent, allowing you to witness the model's thought process in real-time. ๐Ÿ” Key Features Reasoning Without Model Modifications: Add step-by-step reasoning while utilizing existing LLMs as they are โš™๏ธ Visualized Thinking Process: See exactly how the model analyzes and solves problems ๐Ÿ‘๏ธ Before & After Comparison: Compare standard responses with reasoning-enhanced outputs in real-time ๐Ÿ“Š Improved Accuracy: Deliver more accurate solutions for complex math and logic problems ๐Ÿ“ˆ Educational Value: Teach students systematic approaches to problem-solving ๐Ÿ‘จโ€๐Ÿซ User-Friendly Interface: Intuitive and easy-to-use UI for seamless experience ๐Ÿ–ฅ๏ธ ๐Ÿ’ก What Problems Can It Solve? ThinkFlow is particularly effective for various domains including: Complex mathematical problems ๐Ÿงฎ Logic puzzles ๐Ÿงฉ Questions requiring multi-step reasoning ๐Ÿค” Scientific analysis challenges ๐Ÿ”ฌ Complex decision-making processes ๐Ÿ“ ๐Ÿ‘จโ€๐Ÿ’ป Technical Details ThinkFlow is built on the meta-llama/Llama-3.1-8B-Instruct model and uses carefully designed prompt chains to guide the model through step-by-step thinking. Each reasoning step builds upon the results of previous steps, culminating in a comprehensive final answer. ๐Ÿ’ฌ Join Our Community! If you have questions or suggestions about ThinkFlow, join our Discord community: https://discord.gg/openfreeai Let's build better AI reasoning experiences together! ๐Ÿ’ช #AI #LLM #ReasoningAI #ThinkFlow #HuggingFace #OpenSource #AIEducation
replied to openfree's post about 1 month ago
๐Ÿง  ThinkFlow: The Revolutionary Platform That Gives LLMs the Power to Think ๐Ÿš€ Hello AI community! We're excited to introduce you to ThinkFlow, an innovative service that transforms how language models solve problems. ๐ŸŽ‰ https://huggingface.co/spaces/VIDraft/ThinkFlow-llama โœจ What is ThinkFlow? ThinkFlow is a groundbreaking platform that automatically applies step-by-step reasoning capabilities to existing LLM models without any modifications. It makes complex problem-solving transparent, allowing you to witness the model's thought process in real-time. ๐Ÿ” Key Features Reasoning Without Model Modifications: Add step-by-step reasoning while utilizing existing LLMs as they are โš™๏ธ Visualized Thinking Process: See exactly how the model analyzes and solves problems ๐Ÿ‘๏ธ Before & After Comparison: Compare standard responses with reasoning-enhanced outputs in real-time ๐Ÿ“Š Improved Accuracy: Deliver more accurate solutions for complex math and logic problems ๐Ÿ“ˆ Educational Value: Teach students systematic approaches to problem-solving ๐Ÿ‘จโ€๐Ÿซ User-Friendly Interface: Intuitive and easy-to-use UI for seamless experience ๐Ÿ–ฅ๏ธ ๐Ÿ’ก What Problems Can It Solve? ThinkFlow is particularly effective for various domains including: Complex mathematical problems ๐Ÿงฎ Logic puzzles ๐Ÿงฉ Questions requiring multi-step reasoning ๐Ÿค” Scientific analysis challenges ๐Ÿ”ฌ Complex decision-making processes ๐Ÿ“ ๐Ÿ‘จโ€๐Ÿ’ป Technical Details ThinkFlow is built on the meta-llama/Llama-3.1-8B-Instruct model and uses carefully designed prompt chains to guide the model through step-by-step thinking. Each reasoning step builds upon the results of previous steps, culminating in a comprehensive final answer. ๐Ÿ’ฌ Join Our Community! If you have questions or suggestions about ThinkFlow, join our Discord community: https://discord.gg/openfreeai Let's build better AI reasoning experiences together! ๐Ÿ’ช #AI #LLM #ReasoningAI #ThinkFlow #HuggingFace #OpenSource #AIEducation
updated a collection about 2 months ago
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replied to openfree's post about 1 month ago
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Looks like you're filling out some sort of template and the subject LLM got a bit confused by the template field headers when there was nothing to fill into the blanks?

replied to openfree's post about 1 month ago
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Before (Original)
Original Model (No Reasoning)

How many times does the letter 'r' appear in the word 'strawberry'?

The word strawberry' contains 2 occurrences of the letter 'r'.

After (Thinking)
Model with Reasoning

How many times does the letter 'r' appear in the word 'strawberry'?Now, I need to understand the following

In my opinion

Let me verify if the following is correct

Also, I should remember that

Another point to note is

And I also remember the following fact

Now I think I understand sufficiently
Based on my reasoning process so far, I will answer the original question in the language it was asked:
How many times does the letter 'r' appear in the word 'strawberry'?

Here is the conclusion I've reasoned:

'In my opinion' - This phrase is an idiomatic expression used to introduce a personal viewpoint or judgment.
'Let me verify if the following is correct' - This phrase is used to confirm or check the accuracy of something.
'Also, I should remember that' - This phrase is used to add an additional point or reminder, often used to provide more context or information.
'Another point to note is' - This phrase is used to introduce a new point or observation, often used to highlight an important detail.
'And I also remember the following fact' - This phrase is used to add another piece of information or a reminder, often used to provide more context or clarification.
'Now I think I understand sufficiently' - This phrase is used to express that you believe you have a good enough understanding of a topic or concept, and you may be ready to move on or summarize what you have learned.
These phrases are all examples of transitional phrases, which are used to connect ideas, show relationships between thoughts, and provide a smooth flow of information in writing or speech.

Based on the above reasoning, my final answer:
Answer

๐Ÿ’ญ Thought Process

Now, I need to understand the following To find the number of times the letter 'r' appears in the word strawberry', we can break down the word into its individual letters:

S
T
R
A
W
B
E
R
R
Y
In the word strawberry', the letter 'r' appears 3 times.In my opinion To find the number of times the letter 'r' appears in the word strawberry', let's break down the word:

S
T
R
A
W
B
E
R
R
Y
The letter 'r' appears three times in the word strawberry'.

Now, let's discuss the phrase 'In my opinion'. This phrase is a common idiomatic expression used to introduce one's thoughts or feelings on a particular subject. The phrase is often used to signal that the speaker is about to share their subjective viewpoint or personal opinion on the matter.Let me verify if the following is correct To count the number of times the letter 'r' appears in the word strawberry', we can break down the word into its individual letters:

s-t-r-a-w-b-e-r-r-y

The letter 'r' appears 3 times in the word strawberry'.

Now, let's understand the phrases you mentioned:

"In my opinion": This is a common phrase used to express a personal viewpoint or judgment. It's often used to introduce a subjective statement or to convey a personal thought or feeling.
Example: "In my opinion, the best way to learn a new language is through immersion."

"Let me verify if the following is correct": This phrase is often used to indicate that you want to check or confirm the accuracy of something. It's a polite way to ask for confirmation or to double-check the information.
Example: "Let me verify if the following is correct: the capital of France is Paris, right?"Also, I should remember that To find the number of times the letter 'r' appears in the word strawberry', let's break down the word into its individual letters: s-t-r-a-w-b-e-r-r-y.

The letter 'r' appears 3 times in the word strawberry'.

Now, let's address the phrases you mentioned:

"In my opinion": This phrase is used to express a personal viewpoint or judgment. It's often used to introduce a subjective statement or to indicate that the speaker's opinion may not be universally shared.
"Let me verify if the following is correct": This phrase is used to indicate that you want to check or confirm the accuracy of something. It's often used to show that you're taking steps to ensure that the information is reliable or true.
"Also, I should remember that": This phrase is used to add additional information or to remind yourself of something. It's often used to provide context or to clarify a point that was previously made.Another point to note is To find the number of times the letter 'r' appears in the word strawberry', let's break it down:
The word strawberry' can be written as: s-t-r-a-w-b-e-r-r-y
The letter 'r' appears 3 times in the word strawberry'.
Now, let's look at the phrases you provided:

"In my opinion" is an idiomatic expression used to introduce a personal view or judgment.
"Let me verify if the following is correct" is a polite way of saying you want to check if something is accurate.
"Also, I should remember that" is a phrase used to add another point or reminder, often after discussing something related.
"Another point to note is" is a phrase used to introduce an additional point or observation, often after discussing something related.
These phrases are often used in writing and speaking to make the content more engaging and organized.And I also remember the following fact To find the number of times the letter 'r' appears in the word strawberry', let's break down the word:

s-t-r-a-w-b-e-r-r-y
The letter 'r' appears twice in the word strawberry'.

Now, let's look at the phrases you provided:

"In my opinion" is a phrase used to express one's thoughts or feelings about a particular subject.
"Let me verify if the following is correct" is a phrase used to confirm or check the accuracy of something.
"Also, I should remember that" is a phrase used to add additional information or to remind oneself of something important.
"Another point to note is" is a phrase used to introduce another important or relevant detail.
"And I also remember the following fact" is a phrase used to recall or mention an additional piece of information.
These phrases are all transitional phrases used to connect ideas, provide additional information, or to clarify a point. They are commonly used in writing and speech to make the communication more clear and organized.Now I think I understand sufficiently To answer your first question, let's break down the word strawberry' into individual letters: s-t-r-a-w-b-e-r-r-y.

The letter 'r' appears 3 times in the word strawberry'.

Now, let's address the phrases you provided:

'In my opinion' - This phrase is an idiomatic expression used to introduce a personal viewpoint or judgment.
'Let me verify if the following is correct' - This phrase is used to confirm or check the accuracy of something.
'Also, I should remember that' - This phrase is used to add an additional point or reminder, often used to provide more context or information.
'Another point to note is' - This phrase is used to introduce a new point or observation, often used to highlight an important detail.
'And I also remember the following fact' - This phrase is used to add another piece of information or a reminder, often used to provide more context or clarification.
'Now I think I understand sufficiently' - This phrase is used to express that you believe you have a good enough understanding of a topic or concept, and you may be ready to move on or summarize what you have learned.
These phrases are all examples of transitional phrases, which are used to connect ideas, show relationships between thoughts, and provide a smooth flow of information in writing or speech.

To find the answer to the original question, let's count the number of times the letter 'r' appears in the word strawberry'.

The word strawberry' can be broken down into its individual letters: S-T-R-A-W-B-E-R-R-Y.

Upon counting, we can see that the letter 'r' appears 3 times in the word strawberry'.

As for the provided phrases, you have correctly explained their meanings and uses in writing and speech. Transitional phrases like these help to organize ideas, establish relationships between thoughts, and provide clarity in communication.

Enter your question here.

updated a collection about 2 months ago
New activity in Yntec/blitz_diffusion 3 months ago
reacted to tegridydev's post with โค๏ธ 3 months ago
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1924
WTF is Fine-Tuning? (intro4devs)

Fine-tuning your LLM is like min-maxing your ARPG hero so you can push high-level dungeons and get the most out of your build/gear... Makes sense, right? ๐Ÿ˜ƒ

Here's a cheat sheet for devs (but open to anyone!)

---

TL;DR

- Full Fine-Tuning: Max performance, high resource needs, best reliability.
- PEFT: Efficient, cost-effective, mainstream, enhanced by AutoML.
- Instruction Fine-Tuning: Ideal for command-following AI, often combined with RLHF and CoT.
- RAFT: Best for fact-grounded models with dynamic retrieval.
- RLHF: Produces ethical, high-quality conversational AI, but expensive.

Choose wisely and match your approach to your task, budget, and deployment constraints.

I just posted the full extended article here
if you want to continue reading >>>

https://huggingface.co/blog/tegridydev/fine-tuning-dev-intro-2025
upvoted an article 4 months ago