3.2. Definition of a Logical Regulatory Graph. Upon launch, GINsim displays a window enabling the creation of a new model, the import of a model in a supported format, or the opening of a previously ...

code for the paper Modeling Hierarchical Logical Reasoning Chains, accepted by COLING2022 Abstract Machine reading comprehension (MRC) poses new challenges over logical reasoning, which aims to ...

Complex multi-hop logical queries are a highly regarded problem in the field of knowledge graphs. The challenge lies in whether the query model can effectively rely on observed entities and edges to ...

Large language models (LLMs) have been shown to struggle with complex logical reasoning tasks due to the inherent ambiguity and complexity of natural language. These challenges are further amplified ...

Researchers introduced the "Diagram of Thought" (DoT) framework, enhancing large language models' reasoning through a ...

The graph below shows the total number of publications each year in Logical Systems and Model Theory. References [1] The Axiomatic Approach to Non-Classical Model Theory .

The Diagram of Thought (DoT) framework builds upon these prior approaches, integrating their strengths into a unified model within a single LLM. By representing reasoning as a directed acyclic graph ...

GREmLN focuses on the “molecular logic” that defines how genes interact and influence each other. This illustration highlights how the model uniquely captures gene interaction and the influence of ...