The Problem of Verification Problem The Solution Ai (That’s How Cotolol Solids)

The researcher from Soochow University The Chinese has established a well-known material (cotools), a frame made to set up how big languages ​​(llms) use external instruments. Cotoools want to give a very effective and converted way of comparison with the existing methods. This will help llm to reduce the main equipment directly to think, including those who are not clearly trained.

For businesses who are looking for ai AI AI Ai, this ability can open more and flexibles without the problems of the modern technology connecting technology.

Even the modern-word llms on the head, understanding and difficult reasoning, should be connected to foreign material and equipment with more tasks. Preparing llms with external instruments– APIS or services to call, it is very important to their uses to be useful, real.

However, available steps to equip tools use large ads. One of the same way Outgoing a better llm For examples of the weapon. Although this can make a gammers to talk by reviewing the equipment that are observed at a trained time, often prevents the nation from only weapons. In addition, the best way to make a better makeup may be able to replace the skills of LLM

Another fixed way detailed study (ICl), where LLM is provided by the instruments of equipment and examples of how to use direct use in accidents. This method helps flexibility, allowing the nation to use the weapons that have never seen before. However, the production may be difficult, and the nature of the type feels very low when the number of equipment grows, makes it necessary for a larger, luxury.

As the researchers write in sheet To determine the main equipment, the LLM Help “should be used in full-time discussion and discussion.

Cotoools provides a compulsory process to mix with the mixture of combinations with a median understanding and increasing its heavy weights and powerful discussions do not complete them. Instead of lifting all the shapes, cooools teach lights, the unique modules that work together with LLM during the ages.

“Cotols suggestion can organize the germs of germs to know where to call the equipment and equipment that researchers write.

In this way, Cotools are twisted in the abundance of the abnormal understanding of the LLM paintings, usually, “which are included in the picture’s process.

Cootools system cries for three main components that work successfully at the consecutive time of llm:

Judge tool: When the Llm gives his response to the sign, a device explores a hidden country that can be done with the next sign and decide to be an important device to prepare the chain.

Tools to restore: If the judge identifies the required instrument, retropy selected the most appropriate tool. A device to restore tool for training to be with the questionnaire and compares to the available equipment. This allows you to choose a suitable instrument from the pond of the weapons, including visible materials “found, not a portion of the modules of cotols).

To invite the device: The best device is chosen, Cotoools uses ICL speedy that shows fill in the weapon based on the whole story. Using ICL ICl Needs to Failed to Add Thousand Resources in the Preparing Collection. When the device is not appointed, the results are placed in the Answer LLM Answer.

By separation to make decisions (judgment) and decision (repayment) based on the sensitivity of the site), cotools achieve the main energy and save the skills of llm and allowing the use of new weapons. However, since cotools requires a privilege to have the secrets of the secret, can be used only if Llama is wrong in order to the GPT-4o.

The researchers have examined the totools that explore the most commonly used: a lot of stage using a math question and a question of response to the response (KBQA), which requires a refund from metal.

On Arithmergs as GSM8K-XL (using functionality) and funcqa (using difficult work), Cotools are used Llama2-7b Using the same comparison of the CATGPT on GSM8K-Xl is a little busy or following a particular way of learning tool, confirmation, on varcqa variances. The relevant results that cotools help well with the potential of the features of the foundation.

At Kbqa’s services, which is measured on the Kamel Kungets and the production of new weapons (sizes) is very well-adjusted to the main contents and inputs that depend on the sorting tools. The experiment was shown that the cotools worked hard even a little higher education.

Enterprise Results

Tools-the-to-equipment offers the guidance of prompting the most helpful and strong llm supplies. This is very useful as new standards as The image of a protocol (MCP) Enable the production to include external and efficient resources in use. Businesses can be able to sell those who can get used to a new or external Apis and work in the smallest work.

The degree of the corn form of semantic understanding through the hidden corporation allows the choice of a powerful and correct tool, which can make the agents associated with different information.

“Cotoools investigated the way to make new materials in easyly,” MentSong WuTools paper, “M.GSong WuTool” can be used to build an aggressive person with science. “

However, Wu too realized that she had just been working very thoroughly to this day. “To use us in a selfish environment, you still need between the fuel value and the whole armor,” Yu did.

The researchers will release the training number of judicial Grub.

“We believe that our learning instrument is well-trained in LLMazzing with a specified approach that can be useful to make real products and even running a blessing process,” researchers wrote.