


750,000 rounds of one-on-one battle between large models, GPT-4 won the championship, and Llama 3 ranked fifth
Regarding Llama 3, another test result has been released——
The large model evaluation community LMSYS released a large model ranking list, Llama 3 ranked fifth, English single item and GPT -4 tied for first place.
Picture
Different from other Benchmarks, this list is based on model one-on-one battles, and the evaluators from all over the network make their own propositions and scores.
In the end, Llama 3 ranked fifth on the list, followed by three different versions of GPT-4 and Claude 3 Super Cup Opus.
In the English single list, Llama 3 overtook Claude and tied with GPT-4.
Regarding this result, Meta's chief scientist LeCun was very happy, retweeted the tweet and left a "Nice".
Picture
Soumith Chintala, the father of PyTorch, also said excitedly that such results are incredible and he is proud of Meta .
The 400B version of Llama 3 has not yet come out, and it won the fifth place based on 70B parameters alone...
I still remember that when GPT-4 was released in March last year, it achieved the same level. Performance is almost impossible.
……
The popularization of AI now is truly incredible, and I am very proud of my colleagues at Meta AI for achieving such success.
Picture
So, what specific results does this list show?
Nearly 90 models competed in 750,000 rounds
As of the release of the latest list, LMSYS has collected nearly 750,000 large model solo battle results, involving 89 models.
Among them, Llama 3 has participated 12,700 times, and GPT-4 has multiple different versions, with the most participating 68,000 times.
Picture
The picture below shows the number of competitions and winning rates of some popular models. Neither of the two indicators in the picture counts the number of draws.
Picture
In terms of the list, LMSYS is divided into a general list and multiple sub-lists. GPT-4-Turbo ranked first and tied with it. The ones are the earlier 1106 version and the Claude 3 extra large Opus.
Another version (0125) of GPT-4 ranks second, followed closely by Llama 3.
But what’s more interesting is that the newer version 0125 does not perform as well as the older version 1106.
Picture
In the English single list, Llama 3's results directly tied with the two GPT-4s, and even surpassed 0125 Version.
Picture
The first place in the Chinese proficiency ranking is shared by Claude 3 Opus and GPT-4-1106, while Llama 3 has been ranked 20 Outstanding name.
Picture
In addition to language ability, the list also includes long text and code ability rankings, and Llama 3 is also among the best.
However, what are the specific "rules of the game" of LMSYS?
A large model test that everyone can participate in
This is a large model test that everyone can participate in. The questions and evaluation criteria are decided by the participants.
The specific "competition" process is divided into two modes: battle and side-by-side.
Picture
In battle mode, after entering the question in the test interface, the system will randomly call the two models in the library, and the tester will not Knowing who the system has drawn, only "Model A" and "Model B" are displayed on the interface.
After the model outputs the answer, the evaluator needs to choose which one is better or a tie. Of course, if the model's performance does not meet expectations, there are corresponding options.
Only after a selection is made, the model's identity is revealed.
Side-by-side is where the user selects the specified model for PK. The rest of the test process is the same as the battle mode.
However, only the voting results in the anonymous mode of the battle will be counted, and in If the model accidentally reveals its identity during the conversation, the results will be invalid.
Picture
According to the Win Rate of each model to other models, such an image can be drawn:
Picture
△Schematic diagram, earlier version
The final ranking is obtained by using Win Rate data and converting it into scores through the Elo evaluation system.
The Elo rating system is a method of calculating the relative skill level of players, designed by American physics professor Arpad Elo.
Specifically for LMSYS, under the initial conditions, the ratings (R) of all models are set to 1000, and then the expected winning rate (E) is calculated based on this formula.
Picture
As the test continues, the score will be corrected based on the actual score (S). There are three types of S: 1, 0 and 0.5 The values correspond to three situations: winning, losing and drawing.
The correction algorithm is shown in the following formula, where K is the coefficient, which needs to be adjusted by the tester according to the actual situation.
Picture
After all valid data are finally included in the calculation, the Elo score of the model is obtained.
However, during the actual operation, the LMSYS team found that the stability of this algorithm was insufficient, so it used statistical methods to correct it.
They used the Bootstrap method for repeated sampling, obtained more stable results, and estimated confidence intervals.
The final revised Elo score became the basis for ranking in the list.
One More Thing
Llama 3 can already run on the large model inference platform Groq (not Musk’s Grok).
The biggest highlight of this platform is "fast". Previously, the Mixtral model has been used to run at a speed of nearly 500 tokens per second.
It is also quite fast when running Llama 3. According to the actual test, the 70B version can run about 300 Tokens per second, and the 8B version is close to 800.
Picture
Reference link:
[1]https://lmsys.org/blog/2023-05-03- arena/
[2]https://chat.lmsys.org/?leaderboard
[3]https://twitter.com/lmsysorg/status/1782483699449332144
The above is the detailed content of 750,000 rounds of one-on-one battle between large models, GPT-4 won the championship, and Llama 3 ranked fifth. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Undress AI Tool
Undress images for free

Clothoff.io
AI clothes remover

AI Hentai Generator
Generate AI Hentai for free.

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics



How to use Bootstrap to get the value of the search bar: Determines the ID or name of the search bar. Use JavaScript to get DOM elements. Gets the value of the element. Perform the required actions.

Use Bootstrap to implement vertical centering: flexbox method: Use the d-flex, justify-content-center, and align-items-center classes to place elements in the flexbox container. align-items-center class method: For browsers that do not support flexbox, use the align-items-center class, provided that the parent element has a defined height.

There are several ways to insert images in Bootstrap: insert images directly, using the HTML img tag. With the Bootstrap image component, you can provide responsive images and more styles. Set the image size, use the img-fluid class to make the image adaptable. Set the border, using the img-bordered class. Set the rounded corners and use the img-rounded class. Set the shadow, use the shadow class. Resize and position the image, using CSS style. Using the background image, use the background-image CSS property.

To adjust the size of elements in Bootstrap, you can use the dimension class, which includes: adjusting width: .col-, .w-, .mw-adjust height: .h-, .min-h-, .max-h-

How to use the Bootstrap button? Introduce Bootstrap CSS to create button elements and add Bootstrap button class to add button text

To set up the Bootstrap framework, you need to follow these steps: 1. Reference the Bootstrap file via CDN; 2. Download and host the file on your own server; 3. Include the Bootstrap file in HTML; 4. Compile Sass/Less as needed; 5. Import a custom file (optional). Once setup is complete, you can use Bootstrap's grid systems, components, and styles to create responsive websites and applications.

There are two ways to create a Bootstrap split line: using the tag, which creates a horizontal split line. Use the CSS border property to create custom style split lines.

Answer: You can use the date picker component of Bootstrap to view dates in the page. Steps: Introduce the Bootstrap framework. Create a date selector input box in HTML. Bootstrap will automatically add styles to the selector. Use JavaScript to get the selected date.
