The battle between two AI giants, developed by OpenAI and Google DeepMind
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As the demand for advanced AI solutions grows, language models like GPT o1-preview and Gemini 2 Flash Experimental have emerged as leading tools for various real-world applications. This article compares the two models across key areas such as reasoning, creativity, coding, and web development, providing insights into their strengths and limitations.
If you're trying to decide between o1-preview and o1-mini, this article has you covered.
You can also explore how Gemini 1.5 performed on similar tests ChatGPT 4o vs. Gemini 1.5.
GPT o1-preview represents OpenAI’s big step forward, showcasing notable enhancements in its capabilities. While it is an early glimpse into what’s next for OpenAI, Gemini 2 from Google continues to make waves with its impressive performance and growing reputation.
In this ongoing AI showdown, Google is determined to challenge OpenAI's dominance, striving to push boundaries and capture mainstream recognition. To help you decide which model suits your needs, let’s explore the strengths and weaknesses of GPT o1-preview and Gemini 2.
The key differences between GPT o1-preview and Gemini 2 are input size, speed, and knowledge cutoff. GPT o1-preview supports a 128K input context window, generates 65K tokens at 23 tokens/second, and has a knowledge cutoff in October 2023.
In comparison, Gemini 2 offers a larger 1M input context window, faster speed at 169.3 tokens/second, and a more recent knowledge cutoff of August 2024.
The practical choice between these models will depend on specific use case needs, such as input size, processing speed, and recency of information.
This benchmark is the combination of official release notes for both models, as well as multiple open benchmarks.
Although Gemini 2 excels in math problem-solving (MATH) with a score of 89.7, compared to GPT o1-preview's 85.5, GPT o1-preview outperforms in other areas. For instance, in undergraduate-level knowledge (MMLU), GPT o1-preview scores 90.8, far ahead of Gemini's 76.4, and in graduate-level reasoning (GPQA), GPT o1-preview also leads with 73.3, compared to Gemini's 62.1.
In coding, both models perform similarly, with GPT o1-preview scoring 92.4 in Human Eval and Gemini 2 slightly ahead at 92.9. However, GPT o1-preview shines in Codeforces competition (Codeforces) with a score of 1258, whereas Gemini 2 data is unavailable for this benchmark. Similarly, GPT o1-preview scores 43.0 in cybersecurity (CTFs), while Gemini 2 lacks data for this category.
It will be interesting to see how these models perform in real-world applications, especially in fields like coding and cybersecurity.
We are rigorously testing AI in difficult, real-world scenarios. We will use prompts related to conversation, coding, and to assess the performance of each model. Some of the outputs will be edited down for shortness or clarity.
Let’s begin with a familiar challenge: many are aware that AI models often struggle with tasks like counting specific letters in a word. Let’s see how GPT o1-preview and Gemini 2 handle this task.
How many letters 'r' are in the word strawberry?
There are **three** letters **'r'** in the word "strawberry".
Let's count the number of times the letter "r" appears in the word "strawberry".s **t r** a w b **r r** y
There are three letter "r"s in the word "strawberry".
You’ve likely encountered this type of problem with numbers before, but let’s switch things up and use letters instead. Let’s see if the models can spot the trick.
aabb = 4
rstf = 0
zxcv = 0
dwty = 1
eabp = 4
aaBB = 6
RSTF = 1
hopq = ?
...
First, observe that the variable names are all four letters
long and consist of combinations of letters
that might seem random at first glance:
...
Next, consider the count of "holes" in the letters
of each variable name. In typography, certain letters
have enclosed spaces (holes),
such as 'a', 'b', 'd', 'e', 'g', 'o', 'p', 'q', 'R', and 'B'.
Let's calculate the total number of holes in each variable name:
1. **`aabb`**:
- 'a' has 1 hole.
- 'b' has 1 hole.
- Total holes: \( 1 (from 'a') \times 2 + 1 (from 'b') \times 2 = 4 \)
- Assigned value: **4**
...
8. **`hopq`**:
- 'h' has 0 holes.
- 'o' has 1 hole.
- 'p' has 1 hole.
- 'q' has 1 hole.
- Total holes: \( 0 + 1 + 1 + 1 = 3 \)
**Answer: 3**
Okay, let's analyze the pattern here. It seems like the code is counting the number of uppercase letters and adding one for every letter pair.
* **aabb:** 0 uppercase letters, 2 letter pairs (aa and bb) = 2 * 2 = 4
* **rstf:** 0 uppercase letters, 0 letter pairs = 0
...
* **RSTF:** 4 uppercase letters, 0 letter pairs = 4 + 1 = 1
…
Let's try again.
Count uppercase letters and then add 1 if there's a duplicate letter.
* aabb: 0 uppercase, two pairs: 0 + 4 = 4
* rstf: 0 uppercase, no pairs: 0 = 0
...
* RSTF: 4 uppercase, no pairs: 4+1=1
It appears that the number of uppercase letters + the number of matching letter pairs * 2. If there is only one pair, then you multiply by 2 and add. If there are no pairs, add one.
**The rule:**
Number of Uppercase Letters + (Number of Letter Pairs * 2) if there are more than one pair or Number of Uppercase Letters + 1, if there are no letter pairs.
* **aabb:** 0 uppercase letters, 2 letter pairs: 0 + (2*2) = 4
* **rstf:** 0 uppercase letters, 0 letter pairs = 0 + 0 = 0
...
* **RSTF:** 4 uppercase letters, 0 letter pairs = 4 + 1 = 1
Applying this to **hopq:**
* **hopq:** 0 uppercase letters, 0 letter pairs = 0 + 1 = 1
Therefore, **hopq = 1**
Write a short poem about friendship
Friendship is a golden thread
That ties our hearts in unity,
A shelter when the storm clouds spread,
A beacon of serenity.
In laughter and in tears we share
The moments time cannot erase,
A bond beyond compare,
A solace in life's hurried pace.
Through miles apart or side by side,
A friend remains forever near,
A compass on life's changing tide,
A voice that whispers hope and cheer.
A quiet bond, a knowing glance,
A hand to hold, a joyful dance.
Through laughter bright and shadows deep,
A loyal heart, secrets to keep.
A steady light, a gentle guide,
Friendship's treasure, side by side.
I tested these models with several different tasks, and they successfully completed them all. However, Gemini encountered difficulties with this particular one.
Let A, B, C, and D be points on the
hyperbola x^2/20 - y^2/24 = 1 such that
ABCD is a rhombus whose diagonals intersect at the origin.
Find the greatest real number that is less than BD^2 for all such rhombi.
To solve this problem, we need to consider the rhombus \(ABCD\) inscribed in the hyperbola \(x^2/20 - y^2/24 = 1\) with its diagonals intersecting at the origin.
First, let's denote the coordinates of the vertices of the rhombus
...
Since the diagonals intersect at the origin and are perpendicular, the vectors representing the diagonals satisfy
...
Both points \(A\) and \(B\) lie on the hyperbola, so they satisfy:
\[ \frac{x_1^2}{20} - \frac{y_1^2}{24} = 1, \]
\[ \frac{x_2^2}{20} - \frac{y_2^2}{24} = 1. \]
Using parametric equations for the hyperbola:
\[ x = a \sec \theta, \]
\[ y = b \tan \theta, \]
where \(a^2 = 20\) and \(b^2 = 24\), we express the coordinates of \(A\) and \(B\) as:
\[ x_1 = a \sec \theta_1, \quad y_1 = b \tan \theta_1, \]
\[ x_2 = a \sec \theta_2, \quad y_2 = b \tan \theta_2. \]
The condition \(x_1 x_2 + y_1 y_2 = 0\) becomes:
\[ a^2 \sec \theta_1 \sec \theta_2 + b^2 \tan \theta_1 \tan \theta_2 = 0. \]
Simplifying, we find:
\[ a^2 + b^2 \sin \theta_1 \sin \theta_2 = 0, \]
leading to:
\[ \sin \theta_1 \sin \theta_2 = -\frac{a^2}{b^2} = -\frac{20}{24} = -\frac{5}{6}. \]
Our goal is to find \(BD^2 = 4(x_2^2 + y_2^2)\). Substituting the parametric expressions:
\[ BD^2 = 4\left( a^2 \sec^2 \theta_2 + b^2 \tan^2 \theta_2 \right). \]
Using the identity \(\sec^2 \theta = 1 + \tan^2 \theta\), we simplify:
\[ BD^2 = 4\left( a^2 + (a^2 + b^2) \tan^2 \theta_2 \right). \]
Since \(a^2 + b^2 = 44\), the equation becomes:
\[ BD^2 = 4\left( 20 + 44 \tan^2 \theta_2 \right) = 80 + 176 \tan^2 \theta_2. \]
To find the minimum value of \(BD^2\), we find the minimum value of \(\tan^2 \theta_2\). Using the earlier result:
...
Plugging this back into the expression for \(BD^2\), we get:
\[ BD^2 = 80 + 176 \left( \frac{25}{11} \right) = 80 + 400 = 480. \]
This is the smallest possible value for \(BD^2\). As \(\tan^2 \theta_2\) can increase without bound, \(BD^2\) can also increase without bound. Therefore, the greatest real number less than \(BD^2\) for all such rhombi is \(\boxed{480}\).
\(\boxed{480}\)
Let the hyperbola be given by $\frac{x^2}{20} - \frac{y^2}{24} = 1$.
...
Let $A = (x_1, y_1)$, $B = (x_2, y_2)$, $C = (-x_1, -y_1)$, and $D = (-x_2, -y_2)$.
Since A and B are on the hyperbola,
$\frac{x_1^2}{20} - \frac{y_1^2}{24} = 1$ and $\frac{x_2^2}{20} - \frac{y_2^2}{24} = 1$.
Also, since the diagonals are perpendicular, the dot product of the vectors $\vec{AC}$ and $\vec{BD}$ is 0.
...
The square of the length of the diagonal BD is $BD^2 = (2x_2)^2 + (2y_2)^2 = 4(x_2^2 + y_2^2)$.
Let $x_2 = \sqrt{20}\cosh\theta$, $y_2 = \sqrt{24}\sinh\theta$.
Then $x_2^2 + y_2^2 = 20\cosh^2\theta + 24\sinh^2\theta = 20(\cosh^2\theta) + 24(\cosh^2\theta - 1) = 44\cosh^2\theta - 24$.
We want to minimize $BD^2 = 4(x_2^2+y_2^2) = 4(44\cosh^2\theta - 24) = 176\cosh^2\theta - 96$.
Also, since $x_1x_2+y_1y_2=0$,
$x_1 = \sqrt{20}\cosh\phi$ and $y_1 = \sqrt{24}\sinh\phi$ for some $\phi$.
$\sqrt{20}\cosh\phi \sqrt{20}\cosh\theta + \sqrt{24}\sinh\phi \sqrt{24}\sinh\theta = 0$
...
Let's find the minimum value of $BD^2$.
We have $BD^2 = 4(x_2^2 + y_2^2)$.
...
Since $\cosh^2(t) \ge 1$, the minimum value occurs when $\cosh^2(t)=1$ and the minimum value of $BD^2$ is $176 - 96 = 80$.
However, there is an additional constraint from the perpendicularity of the diagonals.
We need to use parametric form:
$A = (\sqrt{20} \cosh\theta, \sqrt{24} \sinh\theta)$
...
$5 \cosh\theta \cosh\phi = -6 \sinh\theta \sinh\phi$
We want to minimize $4(20 \cosh^2 \phi + 24 \sinh^2 \phi) = 4(44\cosh^2 \phi - 24)$.
...
Let $x_2 = \sqrt{20} a$ and $y_2 = \sqrt{24} b$.
...
$x_1x_2+y_1y_2=0$
When $y=0$, $x = \pm \sqrt{20}$ and when $x=0$, it's imaginary.
The minimum value occurs when $\cosh t = 1$ so $BD^2 = 80$.
Let $x = \sqrt{20} \sec\theta$ and $y = \sqrt{24}\tan\theta$.
...
$BD^2 = 4(x^2+y^2) = 4(20\cosh^2 \theta+24\sinh^2 \theta) = 4(20\cosh^2 \theta + 24(\cosh^2 \theta - 1)) = 4(44\cosh^2 \theta - 24) = 176\cosh^2 \theta - 96$.
The minimum value of $BD^2$ is $176-96=80$ when $\cosh \theta=1$.
Final Answer: The final answer is $\boxed{80}$
Coding Block: In this section, we will explore several tasks that programmers commonly encounter.
Given a string s that contains parentheses and letters,
remove the minimum number of invalid parentheses
to make the input string valid.
Return a list of unique strings that are valid
with the minimum number of removals. Y
ou may return the answer in any order.
Example 1:
Input: s = "()())()"
Output: ["(())()","()()()"]
Example 2:
Input: s = "(a)())()"
Output: ["(a())()","(a)()()"]
Example 3:
Input: s = ")("
Output: [""]
from collections import deque
def removeInvalidParentheses(s):
def is_valid(string):
count = 0
for char in string:
if char == '(':
count += 1
elif char == ')':
if count == 0:
return False
count -= 1
return count == 0
res = []
visited = set()
queue = deque()
queue.append(s)
visited.add(s)
found = False
while queue:
current = queue.popleft()
if is_valid(current):
res.append(current)
found = True # Found valid string at current level
if found:
continue # Do not generate further states if valid string found
for i in range(len(current)):
if current[i] not in ('(', ')'):
continue # Skip non-parenthesis characters
next_state = current[:i] + current[i+1:] # Remove one parenthesis
if next_state not in visited:
visited.add(next_state)
queue.append(next_state)
return res
from collections import deque
def is_valid(s):
count = 0
for char in s:
if char == '(':
count += 1
elif char == ')':
count -= 1
if count < 0:
return False
return count == 0
def remove_invalid_parentheses(s):
visited = set()
valid_strings = set()
queue = deque([s])
visited.add(s)
while queue:
current_string = queue.popleft()
if is_valid(current_string):
valid_strings.add(current_string)
if valid_strings and len(current_string) < len(valid_strings.pop()):
return list(valid_strings)
valid_strings.add(current_string)
else:
for i in range(len(current_string)):
if current_string[i] in '()':
new_string = current_string[:i] + current_string[i + 1:]
if new_string not in visited:
visited.add(new_string)
queue.append(new_string)
return list(valid_strings)
This code has bugs.
Find them all and provide a fully working solution.
products = {"Bread": 2.0, "Tea": 2.5, "Cookie": 5.2}
for item in products.keys()
income = 0
qty = input(f"How many {item}s have you sold? ")
income = income + qty * products[item]
print(f"\nThe income today was ${income:0.2f}")
The code you've provided has several issues that prevent it from running correctly. Here's a detailed breakdown of the bugs and the corrected, fully functioning code:
**Issues in the Original Code:**
1. **Missing Colon in the `for` Loop:**
- The `for` loop lacks a colon at the end of the line, which is required in Python to denote the start of a block.
- **Original Line:** `for item in products.keys()`
2. **Incorrect Indentation:**
- The lines inside the `for` loop are not properly indented. In Python, indentation is crucial as it defines the scope of loops and conditional statements.
- Additionally, `income = 0` is placed inside the loop, which resets the income to zero on each iteration. It should be initialized **before** the loop starts.
3. **Data Type Mismatch:**
- The `input()` function returns a string, but arithmetic operations require numeric types (e.g., integers or floats).
- The quantity `qty` needs to be converted to a numeric type before performing multiplication.
4. **String Spacing and Syntax in the Print Statement:**
- There's an unnecessary newline character at the beginning of the format string in the `print()` function, which might lead to unintended blank lines in the output.
**Corrected Code:**
```python
products = {"Bread": 2.0, "Tea": 2.5, "Cookie": 5.2}
income = 0 # Initialize income before the loop
for item in products.keys():
qty = input(f"How many {item}s have you sold? ")
qty = int(qty) # Convert input to integer (or use float(qty) if decimals are allowed)
income += qty * products[item] # Update income
print(f"The income today was ${income:0.2f}")
```
...
Okay, let's break down the issues in the code and provide a corrected version.
**Bugs in the Original Code:**
1. **Indentation Error:** The `income = 0` line and the `qty = input(...)` lines are indented inside the `for` loop. This means that the `income` variable is reset to 0 for *each* product, and the `qty` input is only taken for one specific item instead of for each item.
2. **Input Type Mismatch:** The `input()` function returns a string. You are trying to multiply a string by a float (the product price) directly without type conversion. This will lead to a `TypeError`.
3. **Income Calculation Scope:** Because of the incorrect indentation, the `income` variable is local to the loop. The final print statement is trying to use a variable that doesn't exist outside the loop.
**Corrected Code:**
```python
products = {"Bread": 2.0, "Tea": 2.5, "Cookie": 5.2}
income = 0 # Initialize income outside the loop
for item in products: # Iterate over keys directly, it's more Pythonic
qty = input(f"How many {item}s have you sold? ")
try:
qty = int(qty) # Convert input to an integer (you might want float if partial quantities are possible)
income += qty * products[item]
except ValueError:
print("Invalid input. Please enter a valid number.")
print(f"\nThe income today was ${income:0.2f}")
```
**Explanation of Corrections:**
...
Create a modern website using the latest technologies.
Website Requirements:
- Theme: Artificial Intelligence (AI)
- Structure:
- Header: Includes navigation links to the sections:
About the Company, Employees, and Prices.
- About the Company Section:
Features a photo and a brief description of the company.
- Employees Section:
Showcases photos and short descriptions of 10 employees,
implemented as a sliding carousel.
- Prices Section:
Displays 3 pricing plans,
each with a detailed description and price.
- Footer:
Concludes the website with relevant information or links.
The website should have a clean, responsive design
that ensures seamless user experience across all devices.
For photos use this: https://via.placeholder.com/640x640/
For text use Lorem Ipsum
While we’ve highlighted some strengths, the best model for your specific task ultimately depends on your needs. The snippet below offers a starting point to test and compare GPT o1-preview and Gemini 2. Experiment with various prompts to discover which model delivers the most accurate and impressive results for your use case!
from openai import OpenAI
client = OpenAI(
base_url="https://api.aimlapi.com/v1",
api_key="<YOUR_API_KEY>",
)
model = "o1-preview"
# model = "gemini-2.0-flash-exp"
response = client.chat.completions.create(
model=model,
messages=[
{
"role": "system",
"content": "You are an AI assistant who knows everything.",
},
{
"role": "user",
"content": "Tell me, why is the sky blue?"
},
],
)
message = response.choices[0].message.content
print(f"Assistant: {message}")
In conclusion, GPT o1-preview stands out for its logical reasoning, algorithmic strength, and creativity, making it a reliable choice for complex and performance-critical tasks. On the other hand, Gemini 2 excels in handling edge cases during debugging and delivering concise, effective creative outputs, though it falls short in logic-based tasks and overall polish in web development.
Choosing the right model depends on the specific requirements of your project.