What are the most promising domains and use cases for applying common sense reasoning in AI solutions?

2 Applications of Common Sense Reasoning

Common sense reasoning can be a valuable asset for many AI applications that involve natural language understanding, human-computer interaction, or decision making. For instance, it can be used to generate and evaluate natural language utterances, such as questions, answers, summaries, or captions, based on the context and goal of the communication. It can also interpret and respond to user queries, commands, or feedback in chatbots, voice assistants, or recommender systems. Furthermore, common sense reasoning can help plan and execute actions in robotics, gaming, or autonomous driving based on the environment and objectives of the situation.

3 Challenges of Common Sense Reasoning

Despite the potential benefits of common sense reasoning, there are also many challenges and limitations that hinder its development and deployment in AI systems. Acquiring and curating large and diverse datasets of common sense knowledge is difficult, as is developing and evaluating robust and scalable methods of common sense reasoning. Additionally, it can be difficult to measure and improve the performance and explainability of common sense reasoning systems, as appropriate metrics, benchmarks, and tests must be defined in order to provide feedback and justification for the reasoning process and outcomes.

4 Open Questions for Common Sense Reasoning

Common sense reasoning is still a growing field of research and practice in AI, with many open questions and directions for the future. Questions such as how we can utilize existing sources of common sense knowledge, like natural language corpora or human annotations, to augment and enrich the knowledge representation and reasoning capabilities of AI systems? Or how we can integrate and align different methods and modalities of common sense reasoning to achieve comprehensive and coherent reasoning across domains and tasks? Additionally, we must consider the ethical and social implications of common sense reasoning systems, such as avoiding bias, ensuring fairness, respecting privacy, or promoting trust and accountability.

5 Here’s what else to consider

This is a space to share examples, stories, or insights that don’t fit into any of the previous sections. What else would you like to add?