??

OpenAi? ??? ?? "Strawberry"????? ???? ??? ??? ??????. O1? ???? ???? ??? ?? ??? ???? ?? ???? ?? ????? ????? ??? ? ????. Chatgpt Plus ????? ??? ??? ??? ?? ?? ? ????????. ??? ? ??? ???? ??, ?? ? ???? ?? ???? ?????? ????. ?? ????? GPT-4O ? Openai O1? ??? ??? ????. ? ?? ???? ?? ?????.

? ????? GPT O1 ? GPT 4? ??? ???? GPT O1ANDGPT-4O ?? ???? ??? ????. GPT 4O vs O1 ???? ? GPT O1 ??? ???? ??? ?????. ?? GPT O1 ??? ?? ???? AGPT O1 Freetier? ???? ???? TheGPT O1 Miniversion? ?????. ?????, GPT 4O vs O1 vs OpenAito? ???? ??? ???? ??? ?? ? ??? ?? ? ????.

?? ??!

OpenAI ??? ?? ?? ????? OpenAi O1? ???? ??? ?? ??? ??? ????? : OpenAI O1? ????? ??? ??????

OpenAi O1? ?? ??? ???? :

• OpenAI? ??? ? ? ???? O1-MINI? ?? ??? 7 ?-?? 50 ?? ????? ??? 50 ?? ???? ?? ?????.
• O1- ??? ?? ?? ??? ?? 30?? 50? ?????.

??

• OpenAi? ??? O1 ??? "??? ??"?? ??? ?? ?? ??? ???? ??? ??? ??????.
• GPT-4O? ???, ?? ? ??? ??? ?? ?? ?? ??? ??? ??? ?? ?? ?????.
• Openai O1? ???, ?? ? ??? ?? ??, ??? ?? ?????? GPT-4O?? ?????.
• OpenAi O1? ??? ??? ?? ???? ??, ?? ? ?? ?? ?? ??? ????.
• GPT-4O? ?? ??? ??? ??? ?? ????? ??? AI ?? ??????? ? ?? ???? ?? ????.
• GPT-4O? OpenAi O1 ??? ??? ?? ??? ?? ????. ? ??? ??? ?? ??? ?? ?? ? ??? ?????.

??

• ??
• ??? ?? : GPT-4O vs Openai O1
• ?? OpenAI O1 ??? ??
• O1 ? GPT 4O? ?? ??
  • Openai O1
  • OpenAi? O1 : ??? ?? ??
  • GPT-4O
• GPT-4O vs Openai O1 : ??? ??
• Openai O1 ?? : ?? ?? ? ML ?? ???? GPT-4O? ??
• GPT-4O vs Openai O1 : ?? ??
• ???? ?? ???? GPT-4O vs OpenAI O1
• GPT-4O vs Openai O1 : ?? ??
• ?? ? ?? ? ??
• Openai O1 ? GPT-4O : ?? ??? ??
• Openai O1 ? GPT-4O : ?? ???? ?? ? ????
  • ??? ? ??? ???
  • ?? ??
  • ?? ??
  • ?? : ?? ???
• GPT-4O vs Openai O1 : API ? ??? ?? ??
• Openai O1? ??
• Openai O1 ?? ??? ? ????? Q & A ???? ???
• Openai O1? GPT-4O?? ??? ???? ? ????
• ?? ?? : GPT-4O vs Openai O1
• ??

??? ?? : GPT-4O vs Openai O1

??? ???? ??? ??? ????-gpt-4o vs openai o1 :

• GPT-4O ? ???, ?? ? ??? ??? ?? ? ??? ????? ?? ?? ??? ??? ?? ??? ?????. ??? Chatgpt? ?? ??? ???? ??? ?? ???? ???? ?? ?? ???? ?? ???? ??? ??? ?????.
• OpenAi O1? ??, ?? ? ? ?? ???? ??? ?? ? ?? ??????? ??? ? ?????. ?? ??? ?? ?? ??? ??? ??? ???? ?? ??? ??? ?? ??? ??????.

??? ?? : ? ??? ? ??? ?? ? ??? ???? ??? ?? ??? ???????. OpenAI O1? ??? ?? ??? ????? ?? ?? ?? ????? GPT-4O? ????? ??? ????. ??, ?? ??, ??, ?? ? ?? ??? ?????? ??? ??? ????? ? ??? ??? ?? ???? ?????.

?? OpenAI O1 ??? ??

OpenAi O1? ??? ??? ????.

O1 ? GPT 4O? ?? ??

Openai O1

OpenAi? O1 ??? ??? ?? ???? ??? ??? ???????. Codeforces ?? ????? ??? ?? 89 ?? ??? ??? ??? ???? USA Math Olympiad ?? (AIME)?? ?? 500 ? ? ?????. ?? ??, ??? ? ?? ?? (GPQA)? ?? ???? ?? ?? ?? ???? ??????.

? ???“?? ??”????? ?? ?? ??? ???? ??? ???? ??? ???? ??? ?? ?? ????? ???? ???????. ??? ??? ?? ? ???? ???? ??? ?? ??? ?? ? ?? ??? ???? ?? ??? ???? ???? LLM ?? ?? ??? ??? ??? ???? ???? ?? ?? ??? ?????. ? ???? ?? “?? ??? ??? Openai O1? ?? ??? ????? ??”? ?? ?????.

OpenAi? O1 : ??? ?? ??

Openai O1 ??? ? ??“??”??? ???? ?? ??? ??? ??? ???? ??? ?????. ? ??? "?? ??"????? ?? ??? ??? ????, ?? ???? ?? ???? ????? ???????. ??? 2022 ?? ?? ? ??? ??? ??? ??????, ?? AI? ?? ??? ??????? ????? ????? ?????. ????? ??? ??? ?? ??? ????? ??? ??? ? ?? ?? ??? ????? ?????.

?? ?? : O1 : ?? ??? ???? ?? '????'OpenAi? ??? ??

LLMS ??? ?? ??

O1 ??? ?? ??? ?????. ? ??? ??? ?? ??? ???? ????? ?? ??? ?? ??? ?? ??? ?? ?? ???? ?????. ?? ??? ?? ? ?,? ??? ?? ?? ?? ???? ??? ???? ?????? ?? ??? ????.

1. ?? ?? ? ?? ??

O1 ??? ??? ???? ?? ? ?? ??? ? ?? ??? ???? ?? ?? ????? ?????. ? ????? ??? ??? ?? ??? ? ? ?? ? ? ????? ???????.

? ??? ??? ?? ?? (?? ?? ???)? ?? ?? ? ?? ??? ??? ?????? ????? (??? ?? ???).

2. ??? ??

?? ??? ?? ??? ?? ??? ??? ??? ? ???? ???? ?? ??? ?? ? ? ????. ?? ?? ??? ?? ? ? ?? ??? ???? ??? ?? ???? ?? ? ? ????.

? ??? ??? ?? ??, ?? ? ??? ??? ?? ??? ?? ??? ??? ??? ??? ??????.

???? ?????? ?? ??? ??? ??? ??????.

3. ??? ?? ? ?? ??

O1- ???? ??? GPT-4O? ?? ? ????, ?? ????? ??? ?? ??? ??? ???? O1- ???? ??? ????? ??????.

?? ??? ??? ??? ???? ???? ?? ???? ??? ?????. O1- ???? ?? ??? ?? ????? ?? ??????? ?? ??? ?? ??? ?? ???? ??????? ??? ?? ???? ????.

4. ??? ?? ?? ? ?? ???

OpenAi? ??? ?? ??? ???? ???? ?? ??? ???? ?? ??? ?? ??? ?????? ???? ??????. ??? ??? ??? ???? ??? ???? ?? ?? ? ??? ????? ?????.

? ??? ?? OpenAI? ?? ?? ?? ?? ?? ?? ??? ?? ?? ???? ??? ??? ???? ? ? ????.

?? ?? : GPT-4O vs Gemini : ? ?? ??? ?? ?? AI ?? ??

5. ?? ?? ? ??

O1 ??? ?? ?? ???? ??? ??? ???????.

• ??? ?? ?? ???? O1- ??? ?? ?? ???? ???? ??? ?????.
• ?? ????? ???? ? ?? ???? ??? ??? ?? ? ??? ?? ?? ??? ?????.

?? ??? ??? O1- ???? ????? ??? ???? ? ?? ???? ???? ???? ??? ? GPT-4O?? ?? ? ?? ??? ???.

?? ?? : OpenAi? O1-MINI : ?? ???? ??? ?? STEM? ?? ?? ??

GPT-4O

GPT-4O? ???, ?? ? ??? ??? ???? ? ??? ?? ?? ???? ??? ??? ??? ?????. ? ??? Chatgpt? ???? ??? ?? ???? ???? ?? ?? ?? ? ??? ??? ????? ??? ?????. ??? ???? ???? ?? ? ??? ??? ??? ???? ?? GPT-4O? ??? ??????.

GPT-4O ??? ChatGpt? ?? ?? ??? ????? GPT-3.5?? ?? 2.8 ?, GPT-4? 5.4 ?? ???????. ?? ? ?? ?? ??? ??? ??? ?? ???????. ?? ??? ?? ???? ???? ?? ? ?? GPT-3.5 ?? GPT-4? ??? ??? ???? ??? ??? ???? ????? ???? ???? ?? ??????. ? ??? ?, ?? ???, ?? ??? ?? ??, ?? ?? ??? ?? ?? ??? ?? ???? ?? ?? ? ? ??? ??? ?? AI (GPT-4)? ?? ?????? ?? ??????.

GPT-4O? ?? OpenAi? ?? ?? ? ?? ?? ?????? ???, ?? ? ???? ???? ??? ??? ??? ??????. ? ?? ? ???? ?? GPT-4O? ??? ??? ?? ?? ?? ?? ? ??? ?? ? ? ?????? ??? ?? ?? ???? ???? ???? ??? ?? ??????.

Hello GPT-4O? ???? ? ?? GPT-4O ??? ?? ? ? ????.

GPT-4O vs Openai O1 : ??? ??

OpenAI? O1 ??? GPT-4O? ??? GPT-4O? ?? O1- ??? ? O1- ?? ??? ??? ? ??? ?? ??? ?????.

MMLU (??? ??? ?? ??) ??? ??? ?? ???? ??? ???? ?? 14 LanguagesSinghuman Translator? ??????? . ? ???? ?? ? ??? ?? ? ????? ??? ??? ?? ??? ???? ????. ? ??? ??? ?? ?? ? ?? ??? ???? ??? ?? ? ???? ??? ??? ??????.

?? ?? :

• O1-PREVIEW? GPT-4O?? ??? ??? ??? ??? ???, ??? ? ???? ?? ??? ?? ?? ???????. ?? O1- ??? ??? ??? ??? ??? ??? ??? ??? ??? ? ????? ?? ?????.
• O1-MINI? ?? ???? GPT-4O-MINI? ???? ?? ???? ??? ??? ?????. ?? ? ?? ??? O1 ????? ??? ??? ??? ????? ?? ?????.

?? ?? :

?? ?? ?? (GPT-4 ? Azure Translate? ?? ??? ?? ????? ??) ?? ??? ???? ?? ??? ???????? ??? ??? ???? ?????. ??? ?? ??? ?? ???? ??? ?? ???? ??? ?? ?? ?????.

?????, ??? ??? O1- ???? O1-MINI? ??? ??, ?? ?? ??? ????? ??? ???? GPT-4O ??? ???? ??? ??????. ????? ?? ??? ???? O1 ??? ?? ??? ?? ??? ???? ?? ??? ????? ?? ? ? ??????. ??? ? ?? ??? ? ?? ??? ?? ?? ?? ???? Openai? ??? ?????.

Openai O1 ?? : ?? ?? ? ML ?? ???? GPT-4O? ??

GPT-4O? ?? ?? ??? ??? ???? ?? O1 ??? ??? ?? ?? ? ?? ?? ?? ???? ????????. ??? ?? ???? ?? ? ?? ??? ?? ??? ??? ???? O1? ???? ?? ??? ? ???? GPT-4O?? ?? ????? ?? ?????.

?? ??

• ?? (AIME 2024), ?? (?? ??) ? ?? ?? (GPQA ?????) : O1? ???? ?? ?? ???? GPT-4O?? ???? ??? ?????. Pass@1 ???? ??? ?? ???? ??, ?? ?? ? ??? 64 ?? ??? ??? ?? ?? (????)? ?????.
• ?? ?? ?? : O1? 57 MMLU ?? ?? ? 54 ?? ???? ??? ?? ???? GPT-4O? ?????.

??? ?? ???

• ?? (AIME 2024) : American Invitational Mathematics Examination (AIME) 2024?? O1? GPT-4O? ?? ??? ??? ???????. GPT-4O? ??? 12% ? ?? ? ?? O1? ?? ? ?? ???? 74% ???, 64- ?? ????? 83%, 1000 ??? ? ???? 93%? ??????. ? ?? ??? O1? ????? ??? ?? ?? ?????? ??? ???? ?????.
• ?? (GPQA ?????) : ??, ??? ? ???? ?? ?? ??? ??? ? GPQA ????? ?? ???? O1? PHDS? ?? ?? ???? ??? ???? ??? ???? ? ?? ??????. ???? ??? O1? ?? ???? PHD?? ????? ?? ??? ?? ??? ?? ???? ?? ?? ?? ????? ? ????? ?? ?????.

???? ??

• O1? ?? ?? ?? ?? ?? ???? ???? ??? ??? ??????. Vision Perception ??? ????? MMMU?? 78.2%? ??? ????? ?? ???? ???? 57mmlu ?? ?? ? 54 ??? GPT-4O? ???? ??? ?????.

GPT-4O vs Openai O1 : ?? ??

??, ??? ??? ??? ??? ????? ??? ?? ???? ?“Jailbreaks”? ?? O1 ??? ??? ??? ?? ?????. ?? 4 ?? ??? ?? ??? ??? ?? ??? ???? ??????.

1. ?? ?? : Chatgpt? ?? ???? ?? ??? ????? ?? ? ?? ?? ??.
2. ?? ?? ?? :? ??? ????? ??? ?? ??? ???? ?? ???? ????? ? ????? ???? ??? ??? ???? ??? ??? ?? ? ??? ??? ??? ?????.
3. ?? ?? ?? : ?? ???? ?? ?? ??? ?? "?? ?"??? ??? ??? ??? ???? ???????.
4. StrongReject : ? ????? ???? ?? ??? ?? ??? ??? ???? ?? ?? ??. "[??? ??]"???? ? ????? ?? ? ?? ??? ?? 10%? ?? ??? ???? ??? ??? ???? ? ?????.

GPT-4O? ?? :

?? ??? ??? ???? O1- ???, O1-MINI ? GPT-4O ??? ??? ?????. ??? O1 ?? (O1- ??? ? O1-MINI)? GPT-4O, ?? ??? ?? ???? ?? ?? ??? ?? ???? ???? ??? ???? ?? ?????? ?????. ?? O1 ??? ??? ????? ???? GPT-4O?? ??? ??? ?? ? ??? ??? ? ? ???? ??? ?????.

???? ?? ???? GPT-4O vs OpenAI O1

??? ??? OpenAI? O1- ???, O1-MINI ? GPT-4O? ??? ??? ???? ??? ?????? ???? ?????. ? ??? Docker ???? ??, ???? ?? GPU ???? ?? ? ?? ? ? ?? ??? ?? ??? ??? ???? ?? ??? ??? ?????? ???????.

?? ?? ? ?? ??

??? ? ?? ?? ???? ???????.

1. ??? ?? : Linux ??? ?? Python ??? ???? GPU ???? ???????.
2. ???? ?? : ????? ?? ??? ?? ?? ? ??? ? HTML? ???? ?? ?? ??? ?????.

??? ??? ?? ??? ??? ????.

• OpenAI API? ???? ?? ??? ????? Docker ???? ??.
• ?? ??????? ??? ?? ? ?? ??.
• ???? ?? GPU ???? ??.

Openai O1- ??? ? O1-Mini? ?? Tier 5? ???? ?? API?? ???????.

O1- ??? ??? ?? ??? ???? ?? ??? ??? ????.

O1-MINI? ?? ???? O1- ???? ? ??? 80% ???? ???? ????.

? ?? https://t.co/l6vkoukfla. https://t.co/moqfsez2f6

- OpenAi ??? (@openaidevs) 2024 ? 9 ? 12 ?

?? ?? ? ?? ??

???? ?? ? 100 ?? ??? ?? ??? ???? ????? ?????. ?? ???? ??? ?????.

• OpenAI API ??? ?? : OpenAI API ???? ???? ?? ??? ??? ?? ??? ?? ???? ?? ??????. ?? ???? ???? ???? ????? ??? ??? ?????.
• Docker? Mistral 7b?? :? ??? ??? ??? ?????. O1-MINI ??? ?? ? ? ?????? ?? ??? ?? ??? ?? ???? ?????.
• ???? ?? GPU? ?? : GPT-4O? ?? ??? ??? ???? ???? ?? API ? ?? ??? ??? ???? ??? ??? ?????.
• ??? ?? : GPT-4O? Pytorch? NANOGPT ?? GPT-2? ?? ??? ???? ? ?? ???? ????, ?? ?? ?? ??? ???? ?????.
• ?? ?? ?? ???? ?? ??? ?? : GPT-4O? ???? ???? ?? ??? ??? ?????.

?? ?? : GPT?? Mistral-7B?? : AI ???? ?? ??? ??

?? ??? ?? ???

??? ??? O1- ??? ? O1-MINI? ?? ???? ??? ??? 1 ? ???? ??? ???? ? ????? ?? ??? ?? ?? ???? ???? ?????? ??????. ??? ??? ??? ??? ????? ?? ?? ??? ????? ???? ??? ????? ??? ?????.

?? ? ???? ?, O1- ??? ??? ?? Chatgpt ??? ???? ??? ?? ??? ?? ???? . ?? ?? ?? ?? ??, ?? OpenAI? ?? API? ? ???? ?? ??? ??? ??????. ??, O1- ???? O1-MINI? ?? ? API ??? ?? ?? Docker ???? ?? ?? ??? ?? ?? ???? 1 ? ??? ?? ? ??? ???? ???????. ???? ???? ?? ??? ??? ??? ?? ? ???? 7B?? ? ??? ??? ???? ?? ?? ??? ???? ??? ? ???? ??? ??? ?? ????.

?????,? ??? ??? ???? ???? ??? ??? ???? ?? ?? AI ??? ?? ? ???? ??? ?????. GPT-4O? ?? ????? ????? ?? ?? ? ???? ??? ??? ?? ???, ??? ??? ???? ?? ?? ????? ??? ?? ?? ???? ??? ???? ????. ??? ??? ????? ??? ??? ?? ??? ???? ??? ???? ????? ???? ? ??? ??? ?? ??? ?????.

GPT-4O vs Openai O1 : ?? ??

Knowhalu? ???? ????? : AI? ?? ? ?? ??? ??? Knowhalu? ?? ???????!

??? ?? ??? ?? ??? ? ? ???? ?? ?? ??? ??? ????? ??? ?? ??? ???? GPT-4O, O1-PREVIEW ? O1-MINI ??? ?????.

?? ?? ??? ??

1. SimpleQA : ?? ???? 4,000 ?? ??? ?? ???? ??? ??? ??. ? ??? ??? ??? ?? ? ? ??? ???? ???? ? ?????.
2. ?? ?? : ??? ??? ??? ?? ???? ??? ??, ??? ??? ??? ???? ??? ?????.
3. ??? ?? : ??? ??? ??? ?? ??? ????? ???? ????? ?? ? ??? ?? (? :“? ?? ??? ??”). ??? ??? Wikipedia? ?? ??? ?? ?? ? ??? ??? ?? ?? ?????.

??

• O1- ???? GPT-4O? ?? ??? ?? ??, O1-MINI? ?? ??? ???? GPT-4O- ???? ? ???? ?????.
• ??? ???? ????, ???? ??? O1- ???? O1- ??? ??? GPT-4O ?? ??? ??? ? ?? ?? ? ? ??? ?????. ??? ????? ?????, ?? ??? ???? ??? ?? ??? ?? ?? ???? ? ?? ??? ?????.
• ?? Red Teamers? O1-Prreview? ?? ???? ? ??? ??? ???? ????? ????? ?? ? ??? ?????. ?? ?? ???? ???? ?? ? ??? ??? ?? ???? ???? ??? ?????.

??? ??? O1 ?? (???? ? ?? ?? ??)? GPT-4O ???? ?? ? ?? ?????? ?????, ??? ?? ??? ?? ?? ??? ?? ???? ?????? ??? ????. ??? ??? ??? ???? ??? ????? ??? ? ??? ??? ??? ?? ???? ??? ????? ??? ?????? ??? ? ??? ?????.

?? ?? : ?? ?? ?? (LLMS)?? ??? ???????

?? ? ?? ? ??

??, ?? ? ??? ?? ??? ??? ???. ???? ?? ??? ???? ??? ????.

??? ??

O1-PREVIEW ? O1-MINI ??? ??? ???? ????! ??? ?? ??? ???, O1- ???? ?? 86, O1-MINI? ?? 82 ?? ?????. ??? ? ??? GPT-4O ? Claude 3.5 ??? ?? ?? ???? ????? ?? ?????.

??? ??

?? ??? ?? ??????. ?? ? ???????. O1-MINI? ??? ??? ?? 74 ?? ???? ??? ???? ?? ??? ????. ??? O1- ???? ???? ??? ?? 23 ?? ??? ?????. ??? ??? ???? ?? O1- ???? ???? ??? ??? ???? ? ?? ????.

??? ??

??? ?? ??? ??! O1- ???? ?? ?? ?? ? 26.3 USD? ??? ?? ???? ??? ?????. ??, O1-MINI? 5 USD? ??? ?? ? ? ??? ?????. ??? ?? ????? Gemini (0.1 USD) ?? LLAMA ??? ?? ??? ???? ? ?? ? ????.

??

GPT-4O? ?? GPT-4 ??? ?? ? ?? ?? ??? ?? ??? ??????. ???? ???? ???? ?? ??? ???? ?? ??? ?? ???? ???? ??? ????? ??????. ? ??? ???? ??? ??? ??? ?? ????? ?????.

??? GPT O1? ??? ??? ?????. ??? ? ?? ? ?? ??? ????? ??? ?? ??? ???? ?? ??? ?????. ? ??? ??? ?????? ? ?? ?? ??? ????, ?? ?? ??? ??? ???? ? ??? ???? ?????. ??? OpenAi O1? ?? ??? ??? ? ???? ??? ?? ?? ??? ???? ??? ? ??? ?? ??? ?????? ????.

? ??? ??????. O1 : ?? ??? ???? ?? '????'OpenAi? ??? ??

??, GPT-O1? ?? ?? ?? ? ??? ????? ?? ?????. ? ??? ??? ???? ???? ?? ??? ?? ???? ? ????. ????? ????? ? ??? ?? ????? ?????? ????? ???? ????? ??? ?? ? ? ??? ?????. ? ????? ?? ?? ??? ???? ???? ?? ??? ???? ???? ????? ?? ?????.

?? ?? ???? ?? ???? GPT-4O? ?????? ???? O1 ???? ? ? ???????. ?? ??? ?????? ??? ??? ??? ??? ???? ??? ?? ??? ??? ??? ??? ?????.

Openai O1 ? GPT-4O : ?? ??? ??

OpenAI? O1- ???? GPT-4O?? ? ?? ??? ?? ?? ???? ?????? ??? ??????. ??? ??? ??? ??? ?? ???? ??? ????? ??? ?????. ? ????, ?? ????? ? ??? ??? ? ??? ???? ???? ??? ????? ??????.

??? O1- ???? ??? ??, ??? ????? ? ??? ??? ?? ??? ??? ??? ???? ??? ??? ??????. ? ?????, O1- ???? GPT-4O?? ?? ??????, ????? ??? ? ??? ???? ???? ??? ??? ?????.

??? O1- ??? ?? ???? ?? ?? ?? ??? ??? ?? ?? ?? ??? ?????? ????? ???? ?????. ??? O1- ??? ??? ??? ?????, ??? ?? ?? ?? ??? ??? ?? ???? ??? ?? ??? ??? ?? ?? ??? ?????.

?? ?? ??? ??? ?? ?????. O1- ???? ? ?? ?? ??? ????? ???? ? ???? ?? ???, ? ???? ???? ?? ?? ????? ?? ????? ? ???? ? ????. ? ?? ??? ???? ??? ?? ??? ??? ??? ??? ??? ???? ?????.

?? ??? ????? ?? ?? ?? (GPT)

Openai O1 ? GPT-4O : ?? ???? ?? ? ????

?? ?? ? ??? ??? ??? ?? ??? ?? ????? ?????.

GPT-4O? ??? ??, ?? ? ??? ??? ???? ?????. ?? ?? ??? ???? ?? ?????, ?? ? ??? ?? ??? ?? ??? ??? ?? ??? ??? ?? ????? ?? ??????. ? ??? ?????? ???? ???? AI ??? ??? ???? ?? ????? ?????.

Openai O1? ??? ??? ? ??? ?? ??? ??????. ?? ? ?? ?? ? ??? ??? ?? ?? ??? ???? ???? ????? ???? ???? ?????? ??? ?????. ??? ??? ?? ??, ??? ?? ? ??? ? ?? ??? ???? ??? ??? ???? ????.

??? ? ??? ???

GPT-4O ??

• ??? : ??? ??? "???? ??"?? ????? ?? ???? ?? ???? ?? ??? ????? ????? ?? ???? ??? ?????. ??? ???? ??? ??? ???? ?? ????? ????? ? ?? ??? ?????.
• ?? ?? : ?????? ?? ??? ???? ??? ? ??? ?????.

Openai O1 ??

• ?? : ??? ??? ??? ??? ?? ?? ?? ?? ??? ???? ??? ?? ? ?? ??? ?? ???? ? ?????.
• ?? : ??? ????? ???? ??? ??? ???? ?? ???? "???? 3 ?? R? ????"? ????? ?????.

??

• Openai O1? ? ?????? . ????? ??? ? ??? ???? ??? ???? ?????.
• GPT-4O? ?????? . ?? ??? ??? ???? ??? ??? ?????.

?? ????? : OpenAi? O1? ??? 3 ?? ?? ??

?? ??

GPT-4O ?? : Cornelia de Lange ??? (CDL)

• ?? ?? : ?? ??, ??? ?? ??, ?? ? ? ??? ?? ?? (??? ??, ??? ??, ?? ? ? ?? ?? ?? ??? ?? ??? ?? ??? CDL?? ??????. ??? ? ?? (?? ??), ????? ? ??, ?? ? ?? ??, ?? ???? ?? ?? ???? ??? ?? ??????.
• ?? ? ?? : ?? ?? ??, ?? ?? ? ??? (?? ?? ??)? ??? CDL? ???? ?? ??? ??? ???? ? ??????.

Openai O1 ?? : KBG ???

• ?? ?? : ?? ? ?? (? : ?? ??, ?? ??, ?? ??, ??? ??, ??? ??, ? ??)? KBG ???? ???? ?????. Macrodontia (?? ?? ?? ??)? ?? ? ?? ?? ?? ??? KBG ???? ???? ?????.
• ?? ? ?? : ?? ?? ? ???? ?? ?? ?? ?? ? ?? ?? ? ??? ??? ??? ??? ????? ???? ???? ?? ??? KBG ???? ?????.

??

• ? ??? ?? ??? ??? ??? ?? ??? ?? ?? ???? ??? ???.
• GPT-4O? ?? ??, ?? ?? ? ?? ?? ??? ???? ?? Cornelia de Lange ??? (CDL)? ????? .
• Openai O1? KBG ???? ? ???? ?? (?? ?? ??? ?? ?? ?? ?? ?? ????)? ???? ??? ????? .
• ??? ?? ??? ??? ?, KBG ???? ?? KBG? ?? ?? ? Macrodontia? ?? ???? ???? ?? ? ???? ?? ??? ????? .

?? ??

? ??? ??? ???? ?? ?? ??? ?? ???????.

5 ?? ??, P, Q, R, S ? T? ???? ? ?? ?? ??? ???? ?? ? ????. ?? ??? ?? ?? ?? ? ???? ?? ????. ????? ?? ?? ?? ?? ????. ? ????? ?? ?? ???? ?? 1?? 9??? ?? ????. ? ??? ??? ? ? ?????.

? ?? ?? ? ??? ??? 2? ? ????. ??? ??? ?? R? ?? ????? ? ?? ?? (??? ???? ??)? ?????. T? ????? 8 ?? ??? ?????. ???? ??????? ??? ?? 10 ?? ??? ???? P? ??? ?? ?????. Q? P ??? ??? ????? S ?????. Number of cookies Q receives is equal to the number of biscuits P receives. Q receives one more good than S and one less than R. Person second in the queue receives an odd number of biscuits and an odd number of cookies.

Question: Who was 4th in the queue?

Answer: Q was 4th in the queue.

Also read: How Can Prompt Engineering Transform LLM Reasoning Ability?

GPT-4o Analysis

GPT-4o failed to solve the problem correctly. It struggled to handle the complex constraints, such as the number of goodies each student received, their positions in the queue, and their relationships. The multiple conditions likely confused the model or failed to interpret the dependencies accurately.

OpenAI o1 Analysis

OpenAI o1 accurately deduced the correct order by efficiently analyzing all constraints. It correctly determined the total differences between cookies and biscuits, matched each student's position with the given clues, and solved the interdependencies between the numbers, arriving at the correct answer for the 4th position in the queue.

??

GPT-4o failed to solve the problem due to difficulties with complex logical reasoning.
OpenAI o1 mini solved it correctly and quickly, showing a stronger capability to handle detailed reasoning tasks in this scenario.

Coding: Creating a Game

To check the coding capabilities of GPT-4o and OpenAI o1, I asked both the models to – Create a space shooter game in HTML and JS. Also, make sure the colors you use are blue and red. Here's the result:

GPT-4o

I asked GPT-4o to create a shooter game with a specific color palette, but the game used only blue color boxes instead. The color scheme I requested wasn't applied at all.

OpenAI o1

On the other hand, OpenAI o1 was a success because it accurately implemented the color palette I specified. The game looked visually appealing and captured the exact style I envisioned, demonstrating precise attention to detail and responsiveness to my customization requests.

GPT-4o vs OpenAI o1: API and Usage Details

The API documentation reveals several key features and trade-offs:

1. Access and Support: The new models are currently available only to tier 5 API users, requiring a minimum spend of $1,000 on credits. They lack support for system prompts, streaming, tool usage, batch calls, and image inputs. The response times can vary significantly based on the complexity of the task.
2. Reasoning Tokens: The models introduce “reasoning tokens,” which are invisible to users but count as output tokens and are billed accordingly. These tokens are crucial for the model's enhanced reasoning capabilities, with a significantly higher output token limit than previous models.
3. Guidelines for Use: The documentation advises limiting additional context in retrieval-augmented generation (RAG) to avoid overcomplicating the model's response, a notable shift from the usual practice of including as many relevant documents as possible.

Also read: Here's How You Can Use GPT 4o API for Vision, Text, Image & More.

Hidden Reasoning Tokens

A controversial aspect is that the “reasoning tokens” remain hidden from users. OpenAI justifies this by citing safety and policy compliance, as well as maintaining a competitive edge. The hidden nature of these tokens is meant to allow the model freedom in its reasoning process without exposing potentially sensitive or unaligned thoughts to users.

Limitations of OpenAI o1

OpenAI's new model, o1, has several limitations despite its advancements in reasoning capabilities. Here are the key limitations:

1. Limited Non-STEM Knowledge: While o1 excels in STEM-related tasks, its factual knowledge in non-STEM areas is less robust compared to larger models like GPT-4o. This restricts its effectiveness for general-purpose question answering, particularly in recent events or non-technical domains.
2. Lack of Multimodal Capabilities: The o1 model currently does not support web browsing, file uploads, or image processing functionalities. It can only handle text prompts, which limits its usability for tasks that require visual input or real-time information retrieval.
3. Slower Response Times: The model is designed to “think” before responding, which can lead to slower answer times. Some queries may take over ten seconds to process, making it less suitable for applications requiring quick responses.
4. High Cost: Accessing o1 is significantly more expensive than previous models. For instance, the cost for the o1-preview is $15 per million input tokens, compared to $5 for GPT-4o. This pricing may deter some users, especially for applications with high token usage.
5. Early-Stage Flaws: OpenAI CEO Sam Altman acknowledged that o1 is “flawed and limited,” indicating that it may still produce errors or hallucinations, particularly in less structured queries. The model's performance can vary, and it may not always admit when it lacks an answer.
6. Rate Limits: The usage of o1 is restricted by weekly message limits (30 for o1-preview and 50 for o1-mini), which may hinder users who need to engage in extensive interactions with the model.
7. Not a Replacement for GPT-4o: OpenAI has stated that o1 is not intended to replace GPT-4o for all use cases. For applications that require consistent speed, image inputs, or function calling, GPT-4o remains the preferred option.

These limitations suggest that while o1 offers enhanced reasoning capabilities, it may not yet be the best choice for all applications, particularly those needing broad knowledge or rapid responses.

OpenAI o1 Struggles With Q&A Tasks on Recent Events and Entities

For instance, o1 is showing hallucination here because it shows IT in Gemma 7B-IT—“Italian,” but IT means instruction-tuned model. So, o1 is not good for general-purpose question-answering tasks, especially based on recent information.

Also, GPT-4o is generally recommended for building Retrieval-Augmented Generation (RAG) systems and agents due to its speed, efficiency, lower cost, broader knowledge base, and multimodal capabilities.

o1 should primarily be used when complex reasoning and problem-solving in specific areas are required, while GPT-4o is better suited for general-purpose applications.

OpenAI o1 is Better at Logical Reasoning than GPT-4o

GPT-4o is Terrible at Simple Logical Reasoning

The GPT-4o model struggles significantly with basic logical reasoning tasks, as seen in the classic example where a man and a goat need to cross a river using a boat. The model fails to apply the correct logical sequence needed to solve the problem efficiently. Instead, it unnecessarily complicates the process by adding redundant steps.

In the provided example, GPT-4o suggests:

1. Step 1 : The man rows the goat across the river and leaves the goat on the other side.
2. Step 2 : The man rows back alone to the original side of the river.
3. Step 3 : The man crosses the river again, this time by himself.

This solution is far from optimal as it introduces an extra trip that isn't required. While the objective of getting both the man and the goat across the river is achieved, the method reflects a misunderstanding of the simplest path to solve the problem. It seems to rely on a mechanical pattern rather than a true logical understanding, thereby demonstrating a significant gap in the model's basic reasoning capability.

OpenAI o1 Does Better in Logical Reasoning

In contrast, the OpenAI o1 model better understands logical reasoning. When presented with the same problem, it identifies a simpler and more efficient solution:

1. Both the Man and the Goat Board the Boat : The man leads the goat into the boat.
2. Cross the River Together : The man rows the boat across the river with the goat onboard.
3. Disembark on the Opposite Bank : Upon reaching the other side, both the man and the goat get off the boat.

This approach is straightforward, reducing unnecessary steps and efficiently achieving the goal. The o1 model recognizes that the man and the goat can cross simultaneously, minimizing the required number of moves. This clarity in reasoning indicates the model's improved understanding of basic logic and its ability to apply it correctly.

OpenAI o1 – Chain of Thought Before Answering

A key advantage of the OpenAI o1 model lies in its use of chain-of-thought reasoning . This technique allows the model to break down the problem into logical steps, considering each step's implications before arriving at a solution. Unlike GPT-4o, which appears to rely on predefined patterns, the o1 model actively processes the problem's constraints and requirements.

When tackling more complex challenges (advanced than the problem above of river crossing), the o1 model effectively draws on its training with classic problems, such as the well-known man, wolf, and goat river-crossing puzzle. While the current problem is simpler, involving only a man and a goat, the model's tendency to reference these familiar, more complex puzzles reflects its training data's breadth. However, despite this reliance on known examples, the o1 model successfully adapts its reasoning to fit the specific scenario presented, showcasing its ability to refine its approach dynamically.

By employing chain-of-thought reasoning, the o1 model demonstrates a capacity for more flexible and accurate problem-solving, adjusting to simpler cases without overcomplicating the process. This ability to effectively utilize its reasoning capabilities suggests a significant improvement over GPT-4o, especially in tasks that require logical deduction and step-by-step problem resolution.

The Final Verdict: GPT-4o vs OpenAI o1

Both GPT-4o and OpenAI o1 represent significant advancements in AI technology, each serving distinct purposes. GPT-4o excels as a versatile, general-purpose model with strengths in multimodal interactions, speed, and cost-effectiveness, making it suitable for a wide range of tasks, including text, speech, and video processing. Conversely, OpenAI o1 is specialized for complex reasoning, mathematical problem-solving, and coding tasks, leveraging its “chain of thought” process for deep analysis. While GPT-4o is ideal for quick, general applications, OpenAI o1 is the preferred choice for scenarios requiring high accuracy and advanced reasoning, particularly in scientific domains. The choice depends on task-specific needs.

Moreover, the launch of o1 has generated considerable excitement within the AI community. Feedback from early testers highlights both the model's strengths and its limitations. While many users appreciate the enhanced reasoning capabilities, there are concerns about setting unrealistic expectations. As one commentator noted, o1 is not a miracle solution; it's a step forward that will continue to evolve.

Looking ahead, the AI landscape is poised for rapid development. As the open-source community catches up, we can expect to see even more sophisticated reasoning models emerge. This competition will likely drive innovation and improvements across the board, enhancing the user experience and expanding the applications of AI.

Also read: Reasoning in Large Language Models: A Geometric Perspective

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In a nutshell, both GPT-4o vs OpenAI o1 represent significant advancements in AI technology, they cater to different needs: GPT-4o is a general-purpose model that excels in a wide variety of tasks, particularly those that benefit from multimodal interaction and quick processing. OpenAI o1 is specialized for tasks requiring deep reasoning, complex problem-solving, and high accuracy, especially in scientific and mathematical contexts. For tasks requiring fast, cost-effective, and versatile AI capabilities, GPT-4o is the better choice. For more complex reasoning, advanced mathematical calculations, or scientific problem-solving, OpenAI o1 stands out as the superior option.

Ultimately, the choice between GPT-4o vs OpenAI o1 depends on your specific needs and the complexity of the tasks at hand. While OpenAI o1 provides enhanced capabilities for niche applications, GPT-4o remains the more practical choice for general-purpose AI tasks.

Also, if you have tried the OpenAI o1 model, then let me know your experiences in the comment section below.

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1. OpenAI Models
2. o1-preview and o1-mini
3. OpenAI System Card
4. Openai O1-Mini
5. OpenAI API
6. Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning

Ans. GPT-4o is a versatile, multimodal model suited for general-purpose tasks involving text, speech, and video inputs. OpenAI o1, on the other hand, is specialized for complex reasoning, math, and coding tasks, making it ideal for advanced problem-solving in scientific and technical domains.

Ans. OpenAI o1, particularly the o1-preview model, shows superior performance in multilingual tasks, especially for less widely spoken languages, thanks to its robust understanding of diverse linguistic contexts.

Ans. OpenAI o1 uses a “chain of thought” reasoning process, which allows it to break down complex problems into simpler steps and refine its approach. This process is beneficial for tasks like mathematical problem-solving, coding, and answering advanced reasoning questions.

Ans. OpenAI o1 has limited non-STEM knowledge, lacks multimodal capabilities (eg, image processing), has slower response times, and incurs higher computational costs. It is not designed for general-purpose applications where speed and versatility are crucial.

Ans. GPT-4o is the better choice for general-purpose tasks that require quick responses, lower costs, and multimodal capabilities. It is ideal for applications like text generation, translation, summarization, and tasks requiring interaction across different formats.

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