A new way helps llms in clms, repairing strategies without the explosion of value

Reasoning Principle-emotional .

However, the amount involved with discussion colors may be faster as examples make extra letters. In New sheetA researchers in Carnegie Mellon University asks a LLM’s teaching method that makes the manufacture of the cure for the height.

The latest length of length of length (LCPO), the process is correct to give correct answers when you are “minds” inside the old budget. Trying to show that the titles of the Luck on LCPA offers a smooth habit between accuracy and costs and can be a distraction different types of variations. LCPo can help reduce the amount of money to use a thousands of thousands of museum speaking and llm.

Llm synthesis leads to the long-tits

Discussions as Treai O1 and Duuceseek-r1 trained through study (rl) to use The size of time I’m going to make Calls before making a solution. The proof of power indicates that if it is just a reason to “think” long, they start to do well.

For example, she was well-trained on RL without written people. One of the sensitivity was that as the active action to do with the best work of work, it also studied to create atombi Concends.

He is in the Center, with long testimonies brings out the most accurate answers, make small bottles using tight colors on a scale. There is no slight management on the test budget for a long time, and her compliments can stretch two thousand tools without giving a lot of money. There have been some attempts to control the tip of a tip, but they often scoff.

A steady tall to determine (LCPo) specified

RL’s old way gives llms only to achieve the correct answer. LCPo changes on this paradigm by bringing two goals: 1) Find the correct results with 2) Save a tightly tied shirt. So, as an example produces correct answers but makes many signposts, receive a punishment and compulsion to come with the same answer that reaches the same answer but is a minor budget.

“LCPO training training Learn to achieve Cruints this heights, rather than relying-manuscripts,” investigators wrote.

They think of the two-lucpos: (1) LCPO-all, which requires to be exactly the same, and (2) LCPO-MAX, which requires length.

Trying this process, the researchers are found in the best. Training was established in the maths of mathematical problems with side effects. However, analysis included math problems and the work of sharing with the assessment of the largest languageLame) Machines and graduates of Google Q & The Brenmark (Gpqi).

The results indicates that M11 is required, in other activities, L1 types can be reproducing the first farthest form of a lower budget.

In comparison with S1 – only one way causes COTs – L1 types of L1 indicates up to 150% performance of a 150% budget.

“Great differences can be referred to by two types of representation,” researchers wrote. “And (2) L1 is well trained in the right charts, boldly on a long-time currency to the concise.”

L1 and add the advertisements that do not match 5% and GPT-4O and 2% on the same order. “As for our knowledge, this is the first show that the 1.5b version can produce GPT-4o types, even using the same generation,” research agreed.

An interesting is, the habit of the show indicates that they learn how to change their minds on a budget. Mwachitsanzo, kwa bajeti zazitali, mtunduwo umatha kupanga ziweto zomwe zimagwirizanitsidwa ndi kudzilimbitsa komanso kutsimikizika, “koma” ndikudikirira “ndipo” Chifukwa chake “ndi” kotero “).

More than far away from the math of maths, ma1

The new line of examples can change their vocal budget can use the facts, giving businesses to be used differently without escape. It’s a powerful way to send out major examples, expensive – and it may be the most important thing in the most vulnerable creative to many people, what happens worldwide.

The researchers will collect The LCPO code with The weighs of l1.