第二篇,上交大团队发表的,标题为《LIMO: Less is More for Reasoning》,尝试了一种新方法,称为LIMO,使用了817条精心设计的训练样本,结合一定的监督微调(sft)达到了超越顶级选手的推理能力。 将这两篇内容结合在一起,两组研究人员,并且分别处在中美两国,但都在范式上改变了scaling本身。 Scaling Law的深入影响,...
58. Between 50 to more than 100 term and late-preterm neonates are therefore started on antibiotics for each case of EOS (Fig.1). Thus, antibiotic exposure at the start of life is very high, and the risks and cost of treatment are inappropriate compared to the burden of disease. ...
Earlier today I received an email from a reader mentioning an article I wrote for Cyberpump back in 1998 called “Less is More”. He wrote, “…I have an article in front of me now I printed on 4/4/98 titled ’Less is More‘ by Andrew M Baye. That articl
As an application of consequence-finding, we give a loop invariant generation algorithm that is monotone with respect to the theory and (in a sense) complete. Experiments show that the invariants generated from the consequences are effective for proving safety properties of programs that require non...
The old adage “less is more” can be applied to countless scenarios. Whether it’s content or slogans, one epic line is worth far more than a 100 mediocre ones. One of the basic truths incontent marketingis that quality always wins over quantity. The reasoning is straightforward: high qu...
results, we propose the Less-Is-More Reasoning Hypothesis (LIMO Hypothesis): In foundation models where domain knowledge has been comprehensively encoded during pre-training, sophisticated reasoning capabilities can emerge through minimal but precisely orchestrated demonstrations of cognitive processes. This ...
wait only one second or less for a response — no time for a child to think. When adults increase their "wait time" to three seconds or more, children respond with more logical, complete and 28 answers. I once conducted a lesson in air pressure by pushing two rubber toilet plungers tog...
The design principle is that, instead of directly acting on the whole KG, the prediction procedure is decoupled into two steps, i.e., (i) extracting only one subgraph according to the query and (ii) predicting on this single, query dependent subgraph. We reveal that the non-parametric and...
complicating the effective distinction of different MLLMs' performance. Furthermore, evaluating models across numerous benchmarks incurs a significant computational burden. To address these issues, we propose LIME (Less Is More for MLLM Evaluation), a refined and efficient benchmark curated through a...
故填The example tries to tell us that different ways of thinking lead to deeper understanding and provide more ways to check if what we're doing is secure. (3)题详解: 考查推理判断。根据倒数第二段“The strength of math comes from questioning its framework so deeply.(数学的力量来自于对其...