Introduction to mathematical language processing: Informal proofs, word problems, and supporting tasks
Automating discovery in mathematics and science will require sophisticated methods of
information extraction and abstract reasoning, including models that can convincingly …
information extraction and abstract reasoning, including models that can convincingly …
Does a language model “understand” high school math? A survey of deep learning based word problem solvers
SS Sundaram, S Gurajada… - … : Data Mining and …, 2024 - Wiley Online Library
From the latter half of the last decade, there has been a growing interest in developing
algorithms for automatically solving mathematical word problems (MWP). It is a challenging …
algorithms for automatically solving mathematical word problems (MWP). It is a challenging …
A survey in mathematical language processing
Informal mathematical text underpins real-world quantitative reasoning and communication.
Developing sophisticated methods of retrieval and abstraction from this dual modality is …
Developing sophisticated methods of retrieval and abstraction from this dual modality is …
Towards robust automated math problem solving: a survey of statistical and deep learning approaches
Automated mathematical problem-solving represents a unique intersection of natural
language processing (NLP) and mathematical reasoning, posing significant challenges in …
language processing (NLP) and mathematical reasoning, posing significant challenges in …
Why are nlp models fumbling at elementary math? a survey of deep learning based word problem solvers
From the latter half of the last decade, there has been a growing interest in developing
algorithms for automatically solving mathematical word problems (MWP). It is a challenging …
algorithms for automatically solving mathematical word problems (MWP). It is a challenging …
Simplifying polylogarithms with machine learning
Polylogrithmic functions, such as the logarithm or dilogarithm, satisfy a number of algebraic
identities. For the logarithm, all the identities follow from the product rule. For the dilogarithm …
identities. For the logarithm, all the identities follow from the product rule. For the dilogarithm …
An In‐Place Simplification on Mixed Boolean‐Arithmetic Expressions
B Liu, Q Zheng, J Li, D Xu - Security and Communication …, 2022 - Wiley Online Library
Mixed Boolean‐arithmetic (MBA) expression, which involves both bitwise operations (eg,
NOT, AND, and OR) and arithmetic operations (eg,+,−, and∗), is a software obfuscation …
NOT, AND, and OR) and arithmetic operations (eg,+,−, and∗), is a software obfuscation …
GraphViz2Vec: A Structure-aware Feature Generation Model to Improve Classification in GNNs
SK Chatterjee, S Kundu - arXiv preprint arXiv:2401.17178, 2024 - arxiv.org
GNNs are widely used to solve various tasks including node classification and link
prediction. Most of the GNN architectures assume the initial embedding to be random or …
prediction. Most of the GNN architectures assume the initial embedding to be random or …
X-MBA: Towards Heterogeneous Mixed Boolean-Arithmetic Deobfuscation
The Mixed Boolean-Arithmetic (MBA) expression has been widely used by attackers as an
effective obfuscation schema to hide malicious code and conceal sensitive data. For …
effective obfuscation schema to hide malicious code and conceal sensitive data. For …
Physics-Inspired Mathematical Reasoning with Transformers
J Meadows - 2023 - search.proquest.com
This research revolves around the exploration of the physics-related mathematical
capabilities of transformer-based language models in tasks related to the classification and …
capabilities of transformer-based language models in tasks related to the classification and …