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Tuesday, December 17, 2024

Imagen 3 vs DALL-E 3: Which is the Higher Mannequin for Pictures?


Picture technology has turn into one of the vital thrilling functions of AI in recent times. Two of probably the most distinguished fashions on this area are Imagen 3 and ChatGPT DALL-E 3. Whereas each fashions are extremely succesful and versatile for image-related duties, there are some variations between the 2. This text goals to discover and evaluate numerous options and capabilities of each fashions to seek out out the final word winner within the Imagen 3 vs DALL-E 3 battle. For this comparability, we shall be utilizing ChatGPT-4o, powered by DALL-E 3, and Gemini Superior (1.5 Flash), powered by Google Imagen 3. We shall be testing out the efficiency of each fashions for 3 duties:

  1. Picture technology, 
  2. Picture evaluation, and 
  3. Picture modifying.

So let’s start!

Imagen 3 vs DALL-E 3: Picture Era

We’ll first check out the picture technology capabilities of each fashions throughout 3 classes: lifelike photographs, inside design layouts, and imaginative illustrations. To do that, we’ll give three totally different prompts to ChatGPT-4o and Google Gemini Superior and evaluate the responses generated by ChatGPT DALL-E 3 and Google Imagen 3, respectively.

Life like Photograph

Immediate: Create a hyper-realistic picture of a serene mountain lake at dawn, with crystal-clear water reflecting the encompassing snow-capped peaks and pine timber.

Output:

Imagen 3 vs DALL-E 3: Which is the Higher Mannequin for Pictures?

Evaluation: Each fashions have generated gorgeous visuals for this immediate, exhibiting snow-capped mountains, pine timber, and their reflection within the lake. Imagen 3’s picture exhibits the stones beneath the water, which makes it look extra lifelike. Nevertheless, the picture doesn’t present any references of a dawn, and relatively appears like a photograph taken within the late afternoon. ChatGPT DALL-E 3’s picture acquired it proper with the daylight coming in from one facet, indicating dawn. However the color and distinction of the picture makes it look extra like a digital portray than a sensible picture.

Rating: Imagen 3: 1, DALL-E 3: 0

Inside Design Format

Immediate: Create a picture of a contemporary, minimalist front room in shades of pink and black, full with a sofa, carpet, desk, lighting fixtures, wall artwork, and floor-to-ceiling home windows overlooking the ocean.

Output:

Image Generation | Google Imagen 3 | ChatGPT DALLE-3 | ChatGPT-4o and Google Gemini Advanced

Evaluation: As soon as once more, each the fashions have generated correct pictures following the immediate. The picture made utilizing Imagen 3 appears extra lifelike, the place you may visually really feel the textures of various supplies. The seashore proven exterior the window can be precisely generated. Then again, there are a number of errors within the picture created utilizing DALL-E 3. There’s a chook on the ground, window panels that look misplaced, and lighting which might be lit shiny throughout the day. Furthermore, the setting shouldn’t be as minimalist, as that designed by Google Imagen 3. The seashore and exterior lighting additionally appears much less lifelike and blurry. So for this immediate, we’ve a transparent winner: Imagen 3!

Rating: Imagen 3: 2, DALL-E 3: 0

Imaginative Illustration

Immediate: Generate an illustration of a pink color dragon respiratory out hearth on Eiffel Tower.

Output:

Image Generation | Google Imagen 3 | ChatGPT DALLE-3 | ChatGPT-4o and Google Gemini Advanced

Evaluation: Though each the fashions have generated pictures that match the outline within the immediate, this time, Imagen 3 appears to have gotten a number of issues unsuitable. The flame of fireplace isn’t coming from the dragon’s mouth and it isn’t aimed on the Tower. It’s clearly seen that the Tower is in a unique body within the background, whereas the dragon is standing way more to the entrance. DALL-E 3 has accomplished a considerably higher job at producing imaginative illustration, clearly exhibiting what appears like a film scene! The additional additions of the moon and lightning, additional shows the inventive expertise of the generative mannequin.

Rating: Imagen 3: 2, DALL-E 3: 1

Additionally Learn: The best way to Use DALL-E 3 API for Picture Era?

What’s the Verdict?

In the case of picture technology, it’s clear that Imagen 3 can create higher and extra lifelike pictures as in comparison with DALL-E 3. However for imaginative illustrations or fantasy and sci-fi themed pictures, ChatGPT DALL-E 3 is a greater possibility.

Imagen 3 vs DALL-E 3: Picture Evaluation

Gemini Superior and ChatGPT-4o are each imaginative and prescient fashions. This implies they’ll course of and perceive pictures. Picture evaluation is due to this fact an essential facet to think about whereas evaluating the visible capabilities of those fashions. So, on this part, we’ll check out three totally different pictures: a cityscape, a diagram, and a chart – and see how good the fashions – Imagen 3 vs DALL-E 3 – are in analyzing them.

Describing a Cityscape

Let’s add an image of London’s skyline and see if these generative AI fashions can guess it proper.

Immediate: Describe the picture intimately. Determine town and all of the distinguished buildings proven within the picture.

Imagen 3 vs DALL-E 3: Image Analysis

Output:

Gemini Superior ChatGPT-4o
The picture showcases a shocking panorama of London, capturing town’s iconic skyline and its reflection on the River Thames.

Outstanding Landmarks:
Tower Bridge: This iconic bridge, with its distinctive towers and bascules, is immediately recognizable.

The Gherkin: Also referred to as 30 St Mary Axe, this distinctive skyscraper with its distinctive form is a contemporary landmark.

The Shard: This towering skyscraper, one of many tallest in Europe, dominates the skyline.

The Walkie-Talkie: This skyscraper, with its curved form, is a notable addition to the London skyline.

The Leadenhall Constructing: Also referred to as the Cheesegrater, this tall skyscraper with its distinctive form is one other distinguished landmark.

Further Particulars:
The River Thames flows by the middle of the picture, reflecting town’s skyline in its calm waters.

The sky is an attractive mixture of blue and white clouds, including depth and dimension to the scene.

Boats are seen navigating the river, including a contact of life and motion to the picture.

Total, the picture captures the grandeur and dynamism of London, showcasing its iconic landmarks and the gorgeous interaction of structure and nature.

The picture showcases the long-lasting skyline of London, that includes a mix of historic and trendy structure. The foreground features a reflective water floor, probably the River Thames, making a hanging mirror impact of the cityscape. Right here’s an in depth breakdown:

Metropolis: London
That is unmistakably the capital metropolis of the UK, with its iconic landmarks and trendy skyscrapers prominently displayed.

Key Options and Buildings within the Picture

Tower Bridge (Left-Middle)
The Tower Bridge, a historic landmark, dominates the left-center of the picture.
Its two Gothic-style towers are linked by high-level walkways, and the bridge spans the River Thames.

The Walkie Talkie (20 Fenchurch Road)
A contemporary skyscraper with a definite curved design, positioned simply to the proper of Tower Bridge.
This constructing is known for its distinctive form and reflective glass facade, incomes the nickname “The Walkie Talkie.”

The Gherkin (30 St Mary Axe)
The tall, cylindrical constructing with a lattice-like exterior to the proper of the Walkie Talkie.
That is one among London’s most recognizable trendy buildings, referred to as “The Gherkin.”

The Shard (Far Left)
Within the distant background on the left, you may see The Shard, a towering glass skyscraper and the tallest constructing in London.
It has a pointy, pointed design that resembles a shard of glass.

The Cheesegrater (122 Leadenhall Road)
To the proper of the Walkie Talkie, the Cheesegrater is seen, with its distinct wedge-shaped construction.

The Scalpel (52 Lime Road)
Situated close to the Cheesegrater, this contemporary skyscraper has sharp, angular strains.

St. Paul’s Cathedral (Left of Tower Bridge)
Seen behind the Tower Bridge, the dome of St. Paul’s Cathedral is a historic and non secular icon in London.

The Tower of London (Close to the bottom of Tower Bridge)
Partially seen close to the left facet, the Tower of London is a historic fortress and former royal residence.

Residential and Industrial Buildings (Foreground and Midground)
The midground options a mixture of trendy residences and business buildings alongside the riverbanks.
These constructions preserve a steadiness between modern design and the preservation of London’s historic allure.

Lighting and Ambiance
The lighting suggests it’s a shiny, sunny day with a mixture of blue skies and scattered clouds.
The reflective floor of the River Thames provides depth and symmetry, enhancing the visible enchantment of the cityscape.

This picture superbly captures the juxtaposition of London’s historic and trendy structure, symbolizing town’s wealthy historical past and its forward-looking growth.

Evaluation: Each fashions have precisely recognized the picture as London’s skyline. They’ve acknowledged the totally different buildings within the picture and likewise the River Thames. Nevertheless, ChatGPT-4o recognized extra variety of buildings, together with their nicknames, displaying its higher understanding of the picture. The descriptions of the photographs have been additionally in additional element as in comparison with Gemini Superior. It even gave a brief description of London, stating it because the capital of the UK. Then again, Gemini Superior may determine smaller particulars such because the boats within the water.

Rating: Gemini Superior: 0, ChatGPT-4o: 1

Understanding a Diagram

Now let’s see if the fashions can perceive a easy circuit diagram.

Immediate: Describe the circuit proven within the diagram and determine all {the electrical} symbols used.

Imagen 3 vs DALL-E 3: Image Analysis

Output:

Gemini Superior ChatGPT-4o
Parts:

Battery (10V): The image with the lengthy and quick strains represents a battery. The longer line signifies the optimistic terminal (+), and the shorter line signifies the unfavourable terminal (-).

Resistors: The image with zigzag strains represents a resistor. It restricts the circulation of present within the circuit. The values of the resistors are given as 2 Ω, 5 Ω, and 10 Ω.

Ammeter (A): That is the image for an ammeter, used to measure electrical present within the circuit. The present flows from the optimistic terminal (+) to the unfavourable terminal (-) of the ammeter.

Voltmeter (V): That is the image for a voltmeter, used to measure the voltage throughout the ten Ω resistor.

Circuit Description:
This circuit consists of a 10V battery linked to a few resistors (2 Ω, 5 Ω, and 10 Ω) organized in parallel. An ammeter is linked in sequence with the battery to measure the full present flowing by the circuit. A voltmeter is linked in parallel throughout the ten Ω resistor to measure the voltage drop throughout it.

Circuit Operation:
When the circuit is closed, the battery offers a possible distinction of 10V throughout the resistors. Because the resistors are linked in parallel, they’ve the identical voltage drop of 10V throughout them. The present flowing by every resistor is decided by its resistance in accordance with Ohm’s Regulation. The entire present flowing by the circuit is the sum of the currents by every resistor. This complete present is measured by the ammeter.

Description of the Circuit
The diagram illustrates {an electrical} circuit containing:
A battery that serves as the facility supply.

A mixture of resistors organized in a selected configuration of each sequence and parallel connections.

Measuring gadgets together with a voltmeter and an ammeter.

The circuit is powered by a ten V battery, and the full present within the circuit is measured utilizing an ammeter, whereas the voltage throughout one of many resistors is measured utilizing a voltmeter. The resistors (2 Ω, 5 Ω, and 10 Ω) are configured in a bridge-like sample.

Electrical Parts and Their Symbols

Battery:
Image: Two parallel strains, one longer and one shorter.
Operate: Provides electrical vitality to the circuit.
Voltage: 10 V

Resistors:
Image: Zigzag strains.
Operate: Limit the circulation of electrical present.
Values:
R1 = 2 Ω
R2 = 5 Ω
R3 = 10 Ω

Voltmeter:
Image: A circle with the letter V inside.
Operate: Measures the voltage throughout the ten Ω resistor.
Connection: Linked in parallel with the ten Ω resistor.

Ammeter:
Image: A circle with the letter A inside.
Operate: Measures the full present flowing by the circuit.
Connection: Linked in sequence with the circuit.

Connecting Wires:
Image: Straight strains connecting the parts.
Operate: Present a path for the circulation of electrical present.

Configuration of Resistors
The 5 Ω and 10 Ω resistors are linked in parallel.

This mixture is linked in sequence with the two Ω resistor.

The voltmeter is positioned throughout the ten Ω resistor, measuring its voltage drop.

The ammeter is positioned in sequence with the facility supply to measure the circuit’s complete present.

Circuit Performance
This circuit is designed to:
– Measure the full present flowing by the circuit utilizing the ammeter.
– Measure the voltage throughout the ten Ω resistor utilizing the voltmeter.
– Exhibit the connection between sequence and parallel resistors and their results on present and voltage distribution.

This setup offers insights into primary electrical rules like Ohm’s Regulation and the conduct of resistors in sequence and parallel configurations.

Evaluation: Each fashions have acknowledged the diagram and its parts precisely, however each of them missed out on figuring out the swap within the circuit. ChatGPT-4o has defined {the electrical} parts in additional element, and in a structured method, as in comparison with Gemini Superior. Gemini’s evaluation and clarification of the picture follows a extra academic tone as if explaining it out of a textbook, to college students. Though it inaccurately said that the voltmeter solely measures the voltage throughout the ten Ω resistor. Then again, ChatGPT has defined the configuration of resistors incorrectly, stating solely the 5 Ω and 10 Ω resistors are linked in parallel, whereas the two Ω resistor can be in parallel. So, for this immediate, I’d give each the fashions equal factors.

Rating: Gemini Superior: 1, ChatGPT-4o: 2

Analyzing a Graph

Let’s learn the way nicely these fashions can analyze inventory market graphs and provides funding recommendation.

Immediate: Clarify the corporate’s inventory graph for a newbie. Spotlight the important thing developments, patterns, and important value adjustments. Additionally, offers insights for a possible investor.

Imagen 3 vs DALL-E 3: Image Analysis

Output:

Gemini Superior ChatGPT-4o
Actually, let’s break down the Tesla Inc. inventory graph for a newbie and spotlight the important thing developments, patterns, and important value adjustments.

Key Traits and Patterns:
Upward Development: The general pattern of the inventory value is considerably upward. This means that Tesla’s inventory has been performing nicely over the previous six months.

Volatility: The inventory value has skilled durations of volatility, with important value swings each up and down. That is widespread for a high-growth firm like Tesla, which frequently attracts a variety of investor consideration and hypothesis.

Current Surge: Probably the most notable pattern is the latest sharp improve within the inventory value, resulting in a big peak. This surge may very well be attributed to numerous components, together with optimistic information about Tesla’s merchandise, monetary efficiency, or market sentiment.

Vital Value Modifications:
The inventory value has greater than doubled from its July 2024 low level to its present excessive. This can be a substantial improve and highlights the sturdy upward momentum.

There have been a number of corrections or dips throughout this era, the place the value quickly declined earlier than resuming its upward trajectory. These corrections are regular in any inventory market and might supply shopping for alternatives for buyers.

Insights for a Potential Investor:
Excessive-Development Potential: Tesla is a high-growth firm with a robust give attention to innovation and disruptive applied sciences. This potential for future progress makes it a gorgeous funding possibility for a lot of buyers.

Volatility: Investing in Tesla includes the next diploma of danger attributable to its risky nature. It’s essential to have a long-term funding horizon and be ready for value fluctuations.

Elementary Evaluation: Earlier than making any funding selections, it’s essential to conduct thorough elementary evaluation of Tesla’s enterprise mannequin, financials, and aggressive panorama.

Diversification: Contemplate diversifying your portfolio with different investments to handle danger.

Disclaimer: This evaluation is predicated on the supplied inventory chart and doesn’t represent monetary recommendation. It’s at all times advisable to seek the advice of with a monetary advisor earlier than making any funding selections.

Clarification of Tesla Inc.’s Inventory Graph for Novices
This graph exhibits the inventory value motion of Tesla Inc. over a 6-month interval, reflecting its efficiency on the NASDAQ inventory trade. The graph contains a number of key developments and highlights which might be helpful for understanding the inventory’s conduct.

Key Traits and Patterns
Regular Upward Development:
Over the 6 months, Tesla’s inventory value has risen considerably from round $175 in July 2024 to $424.77 in December 2024, representing a 139.59% improve.
This pattern signifies sturdy progress within the firm’s valuation, probably pushed by optimistic enterprise developments, investor confidence, or broader market developments.

Vital Value Spikes:
There are noticeable spikes within the inventory value, notably in July and November.
In July, the value rose sharply from round $175 to over $250, suggesting a significant optimistic occasion like earnings, new product launches, or partnerships.
In November, the inventory confirmed one other steep climb from roughly $300 to over $400, reflecting important investor enthusiasm or a robust market response to Tesla’s bulletins.

Intervals of Consolidation:
Throughout August by early October, the inventory value fluctuated inside a variety between $200 and $250.
This era displays investor indecision or market stabilization, with no main occasions driving the value both up or down.

Constant Momentum in November–December:
The inventory value accelerated quickly within the final two months of the 12 months, breaking earlier highs. This means rising optimism and momentum from buyers.

Key Observations
Volatility: The inventory exhibits sharp actions, indicating it may be extremely risky. Tesla is thought for value swings attributable to information or market sentiment.

Constructive Development: Regardless of fluctuations, the general trajectory is strongly upward, indicating progress and resilience.

After-Hours Buying and selling: The after-hours value of $428.57 (+0.89%) suggests continued demand for the inventory even after the market closed.

Insights for a Potential Investor
Development Alternative:
Tesla’s inventory has proven large progress, which may replicate sturdy underlying enterprise efficiency or revolutionary developments.
If you happen to consider in Tesla’s long-term potential (e.g., developments in EVs, AI, or clear vitality), this is likely to be an excellent inventory for growth-oriented buyers.

Danger Consideration:
Tesla’s value volatility means there may be potential for each excessive good points and sharp losses. Buyers must be ready for fluctuations.
Analyze Tesla’s monetary efficiency, market place, and exterior components (e.g., EV competitors, rules) earlier than making selections.

Entry Level:
Given the present excessive value close to $425, potential buyers could take into account ready for value corrections or pullbacks earlier than coming into.

Diversification:
Tesla is a high-growth, high-risk inventory. To reduce danger, take into account diversifying your portfolio by investing in different sectors or secure shares alongside Tesla.

Abstract
Tesla’s inventory has demonstrated outstanding progress over the previous 6 months, with sturdy investor confidence driving the value larger. For learners, Tesla represents a high-growth alternative, however it comes with the danger of value volatility. Conduct thorough analysis, keep up to date on Tesla’s developments, and assess your danger tolerance earlier than investing.

Evaluation: Each fashions have precisely analyzed the graph and described Tesla’s 6-month inventory graph, however their approaches are considerably totally different. ChatGPT-4o delivers a extremely detailed and structured clarification, breaking the evaluation into clear sections like key developments, observations, and investor insights. It makes use of particular examples and timelines, reminiscent of value spikes in July and November, and highlights distinctive facets like after-hours buying and selling exercise. In distinction, Gemini Superior provides a extra common overview with a give attention to broader developments like upward momentum and volatility. Therefore, for this process, my vote is for ChatGPT-4o.

Rating: Gemini Superior: 1, ChatGPT-4o: 3

What’s the Verdict?

ChatGPT-4o (powered by DALL-E 3) carried out higher than Gemini Superior on this class, producing a extra structured and detailed evaluation of the photographs. This was extra evident in duties like describing cityscapes and analyzing inventory market graphs. Nevertheless, Gemini Superior  (powered by Google Imagen 3) offers assets and references for many elements of its responses, making certain factual correctness.

Imagen 3 vs DALL-E 3: Picture Enhancing

Imagen 3 and DALL-E 3 will not be solely able to producing pictures, but additionally modifying them. Though they don’t supply direct pixel-wise modifying, they’ll recreate edited pictures based mostly on prompts. This fashion, they’ll change objects in pictures, merge pictures collectively, convert pictures to totally different kinds, and extra. So, let’s check out a few of these options and evaluate the modifying expertise of those 2 fashions.

First, I’m going to add a picture from my laptop and ask the fashions to alter the color of an object.

Picture:

Image Editing | ChatGPT-4o and Google Gemini Advanced

Immediate: Change the color of the bag within the picture to pink.

Output:

ChatGPT-4o and Google Gemini Advanced

Evaluation: Each the fashions have tried recreating the picture, incorporating the edit talked about within the immediate. Nevertheless, as you may see, the photographs are fairly totally different from the unique. Whereas Google Imagen 3 managed to retain the color of the bottle as it’s, ChatGPT DALL-E 3 changed the bottle with a totally totally different one and even poured out some water in a glass. In each instances, the bag was changed by a brand new pink one (or pink and black one, within the case of DALL-E 3). This exhibits that DALL-E 3 provides extra context to a picture whereas Imagen 3 sticks to precisely what is alleged within the immediate.

Rating: Imagen 3: 1, DALL-E 3: 1

Observations and Closing Verdict

With that, we come to the top of the Imagen 3 vs DALL-E 3 battle. Each GenAI fashions have confirmed to be outstanding with their distinctive strengths in picture technology, evaluation, and modifying. Google Imagen 3 shines in producing hyper-realistic pictures and adhering carefully to prompts, making it a superb selection for functions requiring precision and realism. Then again, ChatGPT DALL-E 3 excels in imaginative illustrations and creating context-rich outputs, making it preferrred for inventive duties and fantasy-themed initiatives. Nevertheless, each the fashions have much more to enhance on in relation to modifying pictures.

Listed here are another factors I noticed whereas making an attempt out these fashions:

  1. Google Gemini Superior presently doesn’t enable customers to generate, edit, or analyze pictures of individuals, together with medical pictures. Though, this can be a proper transfer within the path of moral AI, it limits the functions of Imagen 3.
  2. One other downside of Gemini Superior is that it can not immediately edit pictures. It may well solely use Imagen 3 to recreate pictures much like reference pictures. Then again, ChatGPT-4o no less than makes an attempt to immediately edit pictures with ChatGPT DALL-E 3, though unsuccessful.
  3. ChatGPT-4o helps importing a number of pictures for comparative evaluation and magnificence switch, which isn’t attainable in Gemini. The latter can solely soak up one file at a time as enter, additional limiting the functions of Google Imagen 3.
  4. Each the fashions have been unable to generate precisely labelled diagrams, smart flowcharts, or pictures with textual content in them.
  5. Many a occasions, Gemini responded with a textual content that reads “Right here is the picture with…” however with none picture. I hope that is only a short-term glitch and will get resolved quickly.

Conclusion

The selection of Google Imagen 3 vs DALL-E 3 finally is determined by the consumer’s particular wants. For these on the lookout for exact, lifelike picture outputs, Imagen 3 is the higher possibility. Conversely, for imaginative and inventive picture technology or duties requiring wealthy context, DALL-E 3 outperforms. Each fashions, nonetheless, nonetheless have room for enchancment, particularly in duties like precisely labeling diagrams, producing textual content inside pictures, or modifying pictures.

Additionally Learn: Novices Information to Skilled Immediate Engineering

Regularly Requested Questions

Q1. What’s the key distinction between Imagen 3 vs DALL-E 3?

A. Imagen 3 focuses on creating hyper-realistic pictures with exact consideration to element, whereas DALL-E 3 excels in imaginative illustrations and context-rich outputs.

Q2. Which mannequin is best for lifelike picture technology?

A. Imagen 3 is best fitted to creating lifelike pictures, because it carefully follows prompts and generates visuals with detailed textures.

Q3. Can DALL-E 3 create higher inventive illustrations than Imagen 3?

A. Sure, DALL-E 3 is best at producing inventive and inventive illustrations, notably for fantasy and imaginative themes.

This autumn. How do ChatGPT-4o and Gemini Superior evaluate in picture evaluation?

A. ChatGPT-4o offers a extra detailed and structured clarification of pictures, whereas Gemini Superior provides less complicated and extra common overviews.

Q5. Which mannequin performs higher in modifying duties?

A. Imagen 3 adheres extra carefully to the given prompts throughout modifying duties, whereas DALL-E 3 provides contextual components however generally deviates from the unique immediate.

Q6. What are the constraints of Imagen 3 and DALL-E 3?

A. Each fashions battle with duties like producing textual content inside pictures or precisely labeling diagrams. Moreover, Imagen 3 can not analyze or edit pictures of individuals, limiting its functions.

Q7. Are these fashions appropriate for producing pictures for business use?

A. Sure, each fashions are appropriate for business use, relying on the necessities. Imagen 3 is good for lifelike visuals, whereas DALL-E 3 is best for inventive and inventive functions.

Q8. Which mannequin provides higher versatility general?

A. DALL-E 3 provides extra versatility for a wider vary of duties, together with imaginative illustrations and context-driven picture technology, whereas Imagen 3 makes a speciality of lifelike picture outputs.

Sabreena Basheer is an architect-turned-writer who’s keen about documenting something that pursuits her. She’s presently exploring the world of AI and Information Science as a Content material Supervisor at Analytics Vidhya.

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