avatarSamshe Alam

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Abstract

e other hand, the <b>GPT-4 Turbo Vision</b> <b>preview </b>impresses with a vast context window of 128,000 tokens.</p><p id="dcf7"><i>Note: For a more in-depth understanding of tokens, take a moment to visit this <a href="https://help.openai.com/en/articles/4936856-what-are-tokens-and-how-to-count-them">link</a>.</i></p><h1 id="1c53">Tested Use-Cases using Gemini:</h1><h2 id="1f18">1] Image Interpretation</h2><p id="8a88">To test the image interpretation capabilities of Gemini I loaded a few images into Bard and posed questions that were based on Basic Object Recognition, Contextual Understanding, chart analysis, etc.</p><p id="257e">I tested basic object recognition by asking, “Can you identify the main subject in the picture?” and the model correctly identified the main subject.</p><figure id="5371"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*lnqXvKWNDxUu-Q1Mek0fYw.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="5278">Then I uploaded a bar graph depicting cost analysis for different AI models and asked the model to “Analyse the graph.”</p><p id="c087">While it correctly identified the models listed, it struggled to interpret the information and provided an incorrect explanation.</p><figure id="dbdd"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*n6ZGgZpXtvhnwn2kZyzBVg.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="b832">In contrast, GPT-4 provided a thorough explanation of the graph, pointing out and explaining every crucial detail. Therefore, GPT-4 excels in interpreting images.</p><figure id="52f9"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*Ge4LACOXW_Z51fAOQjMaZA.png"><figcaption>Response from GPT-4</figcaption></figure><h2 id="1bf1">2] Knowledge of Finance and Investment</h2><p id="168d">To assess Gemini’s understanding of finance and investment, I asked the following question: “What are the important questions to ask before putting money into financial products?”</p><p id="cf80">The model provided quite long and yet impressive responses.</p><figure id="277f"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*fu0bg5jEPcJACPZmgMRhJQ.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><h2 id="0170">3] Access to Real-Time Data</h2><p id="31ec">Another super cool feature of Gemini is access to real-time information. It has been empowered to pull real-time data from other Google applications including Docs, Maps, Lens, Flights, Hotels, YouTube, and more. Also, its services are not limited to their knowledge to any date.</p><p id="763f">To test this feature, I asked:</p><p id="cd30">“Explain the training approaches used for the GPT-4 and Gemini models.”</p><figure id="d216"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*WrjzFaZvEtpbDPmfmMtXKQ.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="75fc">After thoroughly reviewing the responses, I found that the information provided was almost up to date; however, verifying the answers provided by AI models is crucial.</p><h2 id="1d76">4] Checking Math Ability</h2><p id="5840">Basic math, advanced math, algebraic, and temporal understanding questions were posed. Surprisingly, Gemini failed in basic math, advanced math, and temporal comprehension.</p><figure id="e4dd"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*01GO2XjW2fREqNKiDg7Now.png"><figcaption><i>The correct answer to the above question is 6.</i></figcaption></figure><p id="5dc5">When a bit more complicated problem was proposed as:</p><p id="dd2a"><b>Question</b>: “A debate club consists of 6 girls and 4 boys. A team of 4 members is said to be selected from this club including the selection of a captain (from among these 4 members) for the team. If the team has to be included at most one boy, then find the number of ways of selecting the team.”</p><p id="49a6">Sadly, Gemini could not solve the above problem.</p><figure id="c9f8"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*ueTEhoqMqKUdzaNhfbOLog.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="a41a">However, the GPT-4 model gave the right answer with explanations. Here is the response from the GPT-4 model.</p><figure id="2181"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*N7MeE4riVY7kcZhqDGdhjg.png"><figcaption>Response from Gpt-4</figcaption></figure><h2 id="3dff">5] Data analysis on the US Unemployment Dataset.</h2><p id="218d">Gemini was given a dataset from <a href="https://www.kaggle.com/datasets/aniruddhasshirahatti/us-unemployment-dataset-2010-2020">Kaggle.com</a>, which contained US unemployment rates, and was tasked with generating an article.</p><figure id="6a55"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*kd5-KU3JyaqOlHB1H6zfsg.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="f012">Gemini and GPT-4 both provided useful information and helpful insights by reading the dataset.</p><p id="4c92">Here is the response from GPT-4:</p><figure id="f107"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*30xCwXs45RxAWKw3IePGRA.png"><figcaption>Response from GPT-4</figcaption></figure><h2 id="aad3">6] Summarization and Reading Comprehension</h2><p id="1793">Next, Gemini was tested on its ability to comprehend a paragraph about globalization and answer questions related to it.</p><p id="8d76">Prompt given: Here is a paragraph: <paragraph> …. </paragraph>. Now answer the following questions. Question 1: What is globalization and what are the driving forces behind it? Question 2: What are some positive aspects of globalization? Question 3: What are some negative consequences of

Options

globalization?</p><figure id="6e5e"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*baBwS-UPDbvMprFdQCYrqA.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="834d">Gemini gave correct answers to all the questions along with relevant explanations.</p><p id="ca68">Even models like GPT-4 and Claude, with higher context lengths, exhibit similar proficiency in delivering accurate responses with detailed reasoning.</p><h2 id="4e16">7] Science Q&A</h2><p id="3f3f">Various questions on science topics, including metabolic processes and physics, were posed in both single-line and multiple-choice formats. Gemini successfully provided accurate answers to all the questions.</p><figure id="2d75"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*zaCqLideAEpPUDDU5cTJew.png"><figcaption></figcaption></figure><figure id="196e"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*_FdYfgWipz7r6-r28pR1MQ.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><h2 id="de83">8] Coding Ability</h2><p id="a067">Gemini was asked to write a Python program designed to accept user inputs. The task required creating a program that could interact with users.</p><p id="8fb0">“Create a Python function named find_greater_than() that prompts the user for two inputs: a list of numbers and an integer threshold. The function should generate a new list containing all numbers from the input list that exceed the specified threshold. The order of numbers in the resulting list should mirror that of the input list.”</p><figure id="aca9"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*nTA9dIR8YhTdNxJjxQxlmQ.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><p id="5fca">Despite explicitly instructing Gemini to consider input from the user, it failed to understand that.</p><p id="0d90">On the contrary, when the same question was asked to GPT-4, it provided an ideal coding solution. The response was well-structured, with each line thoroughly explained through comments. GPT-4 flawlessly executed the task by taking user input and delivering the required solution with precision.</p><figure id="35ae"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*Ib2i9qXq_h6FOXRWwYxAQw.png"><figcaption></figcaption></figure><h2 id="f102">9] Understanding the Medical Domain</h2><p id="b9be">While Gemini appears well-informed about medications and their potential side effects, relying solely on AI recommendations would be unwise.</p><p id="444d">It’s important to approach AI-generated information with caution and seek advice from trusted human sources in matters related to your health and medications.</p><figure id="f546"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*-yFJ0DM4Kng5YxaL0g-_6Q.png"><figcaption>Screenshot from Bard’s console</figcaption></figure><h2 id="384d">Important Note: Questioning Google’s Line!</h2><p id="0138">Google has been marketing <a href="https://deepmind.google/technologies/gemini/#capabilities">Gemini as the most advanced AI model</a> and has shown evaluation graphs like the one below.</p><figure id="12b2"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*jFlHd9yXHH563ytRtGXcbQ.png"><figcaption>Image from <a href="https://deepmind.google/technologies/gemini/#capabilities">Gemini — Google DeepMind</a></figcaption></figure><p id="5805">Google showed Gemini Ultra is better than human experts, but the way they did it is questionable. They drew a line to show superiority without allowing proper verification of their specific prompting technique.</p><h1 id="fd07">Pricing</h1><figure id="18ce"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*B5Yw7Y4SEbQfaki7jVsxRQ.png"><figcaption></figcaption></figure><p id="d38b">The above graph shows the pricing for different language models per 1000 tokens, based on the prompt (input) and completion (output). <a href="https://blog.google/technology/ai/gemini-api-developers-cloud/">Gemini Pro costs 0.001 for the prompt and 0.002 for the completion per 1000 tokens.</a></p><p id="39ce">Gemini Pro and GPT-3.5 Turbo-16k may be preferable for more cost-sensitive applications, while GPT-4 models offer more advanced capabilities at a higher cost.</p><p id="7834">Whereas Claude-100k, despite having a higher token limit, has a relatively lower cost compared to the GPT-4 models.</p><h1 id="0f50">Conclusion</h1><p id="7e7c">To conclude, the Gemini-Pro model has many advantages, but it also requires some enhancements. Tested use cases provide insights into Gemini’s performance. While it excels in certain areas, such as summarization, reading comprehension, scientific Q&A, and analyzing data, it faces challenges in basic math and advanced math.</p><p id="b4a6">Gemini’s real-time data access is a notable feature, pulling information from various Google applications.</p><p id="fb1b">Gemini’s limitations become apparent in scenarios like image interpretation, where it struggles compared to GPT-4. Additionally, its coding ability falls short when compared to GPT-4. The comparison with the GPT-4 model indicates that Gemini might not outperform in every aspect, and its strengths and weaknesses vary across different tasks.</p><p id="e063">In essence, Gemini showcases notable capabilities, users and developers must consider its performance in specific use cases and carefully evaluate its suitability for diverse applications, keeping in mind the strengths and limitations highlighted in the analysis.</p><h2 id="cbca">About the Author</h2><p id="7d92">Vaishnavi R is a Junior Data Scientist at the <a href="https://www.version1.com/it-service/innovation-labs/">Version 1 AI Labs.</a></p></article></body>

Oh God, What If I Am The Toxic One?

Self Check: 4 Signs You're Becoming A Toxic Person.

Ai 📸

Introduction:

Are you trying to identify the toxic people in our lives? It is always simpler when we place the blame on them, but how frequently do we turn to ourselves?

Imagine if you were the one who is toxic in your relationships. Well, that’s what you are going to explore here in this Story insha Allah.

This won’t be comfortable. This is one of those subjects that genuinely makes you uncomfortable because it requires you to look inside of yourself and remove the Thorns from your rows.

Our inability to continually self-reflect and identify ourselves as the problem is one of the biggest issues facing Humanity today.

If you consistently engage in ways that harm others lift them rather than down, and leave them worn out depressed and emotionally drained then you might consider looking further. here are the four toxic traits to spot in yourself.

1. You Are Overly Competitive.

Do you think that winning or getting what you want is the only thing that matters? You insist people accept your truth.

Everything you do is always a competition. When you win, that’s when you’ll stop. If not, you’ll become upset.

You elevate everything to a whole new level and turn even the most insignificant activity into a competition,

Making the other person feel bad about themselves and pointing out how you perform better than them in everything, destroying any connection.

When everything becomes a contest, it can drain the energy of those around you; nobody wants to be in a circumstance where they are continually having their self-confidence questioned.

2. When People Are Avoiding You Or Disappear Out Of Your Life.

Every relationship you’ve built has an expiration date; your family doesn’t want to spend time with you and appears to have other plans all the time.

Friendships appear impossible to keep up with since they always end up in the dump your co-workers are attempting to avoid you by having brief talks.

Consider how others behave after speaking to you. Are they joyful, or do your friends or family members,

Frequently cut the talks short and abrupt and maintain stiff, formal engagements.

If that is the case, there may be a problem with your interpersonal skills.

3. You Are Very Critical To Others.

You frequently point out people's flaws and past judgments of them, we use shame as a tool to make other people feel awful and to boost our self-esteem,

You maintain that people ought to have acted differently the way you belittle their decisions, make fun of their successes, and try to convince them that you are the better person.

Considering that you most definitely think you are better than everyone, try to fix the others and their flaws with your unhelpful and unwelcome suggestions about how they should do things and how they should live their lives,

You don’t give a second thought to their wishes or how your suggestions impact their emotions. Being judgmental destroys empathy and compassion, and these serve as the foundation of closeness and Trust.

4. You Never Apologize.

You’d rather lie than say sorry. They’ll believe your story because you’ll alter the facts, repeat the events convincingly, and modify the ending for you.

You must want to be right, Then, you want to be happy and peaceful and defend your position.

By apologizing, you open the doors of communication and re-establish contact with the one you love.

Additionally, it gives you the chance to apologize for hurting them and show them your concern for their sentiments, helping them feel safer with you again.

In The End.

I want to challenge you to do these three things, and that is. start by observing your actions and judgments of others,

People serve as mirrors, and when we fail to recognize our shadow, they reflect it on us. Identify ten individuals in your life, five of whom you like and five of whom you don’t like.

Write one quality or characteristic that you like or dislike next to each person, look over the list, and think about what each word implies about aspects of yourself that you would prefer to deny or ignore.

Pay attention to those who are closest to you; pick your spouse, nearest family, or your friends for their honest opinions and ask them to list your three strengths and three weaknesses.

You need assistance to swiftly remove the filters because you cannot see your blind spots.

learn to listen without becoming upset. This is an act of empathy because you will try to understand others' emotions and thoughts while trying to experience the world through their eyes.

If you are passing judgment on the other as they are speaking, it will dampen the conversation,

Approach the conversation to understand their point of view and without passing judgment.

People will open up to you because they will feel they can trust you to respect what they are saying,

Once you understand what toxic traits look like, it’ll be easier insha Allah to spot them in you.

We all want the pleasure of Allah if he is pleased with us he will grant us the inner peace that every one of us Longs for,

“Our Prophet Muhammad (SAW) encouraged us to develop and improve our characters saying, the best among you is the one who has the best character and good manners,

Narrated by al-Bukhari.

So, keep working on your self-awareness and growing as an individual.

Thanks for reading my story 🙏

Self Improvement
Relationships
Life
Life Lessons
Mental Health
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