When Ai Ai Mistakes: Microsoft research shows many tokens can mean many problems

Languages ​​(Llms) are working hard through “The size of time“A few steps that make up the more range of tagged colors that are attached to make the answers. However, a New Study From Microsoft research reveals that working well these areas are not the world. Using prevents various types of paintings on different types of activities, jobs and difficulties.

Access to the validity is a loss of the most difficult-time use at the incidents of the incident or is very good to be very good. Foundation can be clearly understood Business and reliability of model when appears to be talking about the need.

To put the options for examinations

Microsoft research team performed a great search for eight pigments. This included all types of “ordinary” as Gpt-4o, Claude 3.5 sonnet, Gemini 2.0 Pro with Call 3.1 40bThe best examples enable due to the weakness of time. This is included Opeai O1 and o3-mini, anthropic ‘7ons 3.7 sonnet, Google 2 think, and Duuceseeek r1.

Saw this species using three methods of a number of alternatives:

1. Fixed Points – Checking (COT): The basic way of starting when the model is encouraged to answer slowly.
2. Same size: The show gives more independent responses to the same question and use a combined number (such as many voters or choosing the best solution) to reach the final results.
3. Size in Following: The original sample produces the answer and use feedback from scanning (which may occur from the same model) to correct the solution for what later.

This approximation was measured on the 8-contrasting food of various activities that benefit from the main problem: Math and Stem, Math, tsp).

A number of symptoms include difficulty using difficult problems, allowing a comprehensive understanding of what makes problems difficult.

“The presence of tag tags – maths, tsp, tsp, 3sat, and calendar makes us analyze how to search and the challenge that resumes sheet To make their own finds.

The researchers have examined Pareth Frometer of Llm Message compared to the accuracy and a combination of combination (eg, the amount of letters made). This helps to recognize the facts that require achievements.

Refreshes “The required method-that-funded, which compares the best version of a strange version (using the best choice in the middle of the testing process or processes.

The more machine is not always a solution

The lesson recognized a lot of information that contradicts the princess of the period of time:

Benefits are very different: Even examples of drugs with drugs in this mode, the amount of change varies according to Domain and work. Finding often decreases if difficult problems rises. For example, the changes of the operations that appear in math problems does not mean the relevant translations of science or function.

The ability of the sign and Rife: The researchers saw the upper variation in the sign, even between samples achieve accurate accuracy. For example.

More tins do not lead the most accurate: In contrast to the idea of ​​a long period of long chains that mean good ideas, the lesson is not always true. “We were also surprised, we see a long generations that are also known as varieties against types against nations, rather than bending. Similarly, in comparison of different collectors, the most use of a sign is not always associated. The results make it a good and expensive growth. “

Vogermerimsm: Possibly relevant to the business users, repeated questions on the same thing the same problem can bring in a great variation. This means that an applicant’s expense cost is very flexible, even if the nation is giving the correct answer.

The ability to prove: Assistance always exceeds all types and benchmarks while suspension and “perfect opponent” (using the best-n results).

Foreign species sometimes corresponds to colors: In addition to the scores associated (up to 50x experiments), common types such as GPT-4o sometimes can approach the operation of volunteer, especially on difficult tasks. However, this is faster in the most difficult machine, which shows that the powered dynamic is limited.

Enterprise Results

These income gives the best of the producers and agencies make llm. The “valuable fees” is the most attractive and makes it difficult. When researchers say, “The right, users who use the types of devices that the firm separation of the proposed indication is cheaper.”

“I’m studying well (the lesson can be helpful for creators such as a device that the Microsoft scholarships are told.

The lesson looked for a good combination between the correctness of the correctness and response. For example, the following picture shows that math questions on top of ~ 11,000 diligently lying to the correct advantage, and the ages should be stopped on the site or resume. However, Nusi shows that the types that allow for weapons to invite this to make them cleaned between correct and wrong models.

“It’s a construction of the builders in front to think of the correctness and reduces unnecessary, and expect this to happen as a mature,” Nashi said. “It’s near to unity, accuracy of accuracy.”

Additional access to a perfect form of a perfect statement, which shows the hardest area of ​​the future: To make a way to encourage and acceptable.

“The presence of strong leaders can have various types of teaching, such as educational technology.” If you are used properly, this may shorten the mind. “

Power cases can also be a large part of Ai. The ones involved in lots of work already have, which may be required to be renewed to solutions, such as stabilizing, validity of value, etc.

“Mafunso amtsogolo ndi momwe maluso omwe alipowo angaphatikizidwe ndi mawonekedwe a AI-omwe amaphatikizidwa ndi awiriwa,” Nashi anati. “The importance of connecting the two comes from the users do not want to know the nature of naturally, will require use of the same or final response (eg, and invited to the convention).”