Papers Mathematical Problem-Solving
“Mathematical Problem-Solving” 태그가 달린 논문 106편 · 필터 해제
Evaluating Language Models for Mathematics through Interactions
There is much excitement about the opportunity to harness the power of large language models (LLMs) when building problem-solving assistants. However, the standard methodology of evaluating LLMs relies on static pairs of…
Language ModellingMathematical Problem-SolvingMathematical ReasoningNavigateA Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark Datasets
The development of large language models (LLMs) such as ChatGPT has brought a lot of attention recently. However, their evaluation in the benchmark academic datasets remains under-explored due to the difficulty of evalua…
Bias DetectionCode GenerationMachine TranslationMathematical Problem-Solving+3Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers
An extension of Transformers is proposed that enables explicit relational reasoning through a novel module called the Abstractor. At the core of the Abstractor is a variant of attention called relational cross-attention.…
Inductive BiasMathematical Problem-SolvingRelational ReasoningMeasuring Mathematical Problem Solving With the MATH Dataset
Many intellectual endeavors require mathematical problem solving, but this skill remains beyond the capabilities of computers. To measure this ability in machine learning models, we introduce MATH, a new dataset of 12,50…
MathMathematical Problem-SolvingMathematical ReasoningMath Word Problem Solving+1Scaling Laws for Autoregressive Generative Modeling
We identify empirical scaling laws for the cross-entropy loss in four domains: generative image modeling, video modeling, multimodal image$\leftrightarrow$text models, and mathematical problem solving. In all cases autor…
Mathematical Problem-SolvingAutomatic Detection of Reflective Thinking in Mathematical Problem Solving based on Unconstrained Bodily Exploration
For technology (like serious games) that aims to deliver interactive learning, it is important to address relevant mental experiences such as reflective thinking during problem solving. To facilitate research in this dir…
Mathematical Problem-Solving