Interactive AI Task
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An Interactive AI Task is an AI task that can require bidirectional interactions between users and AI-based systems through interactive AI information exchange.
- AKA: Interactive Artificial Intelligence Task, AI-Enabled Interactive Task, Bidirectional AI Task.
- Context:
- Task Input: Interactive AI User Input, Interactive AI Context Information
- Task Output: Interactive AI Response, Interactive AI Result, Interactive AI Recommendation
- Task Performance Measure: Interactive AI Response Relevance, Interactive AI User Satisfaction, Interactive AI Task Completion Rate, Interactive AI Interaction Quality
- ...
- It can typically involve Interactive AI User Query Processing requiring interactive AI input interpretation and interactive AI intent recognition.
- It can typically require Interactive AI Response Generation with interactive AI content adaptation based on interactive AI user needs.
- It can typically demand Interactive AI Context Maintenance across interactive AI conversation turns.
- It can typically necessitate Interactive AI Real-Time Processing for maintaining interactive AI user engagement.
- It can typically involve Interactive AI Feedback Incorporation from interactive AI user reactions.
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- It can often require Interactive AI Multi-Turn Interactions with interactive AI dialog management.
- It can often involve Interactive AI Personalization Requirements based on interactive AI user characteristics.
- It can often demand Interactive AI Error Handling through interactive AI clarification exchanges.
- It can often necessitate Interactive AI Multimodal Processing of interactive AI diverse input types.
- It can often require Interactive AI Adaptive Responses to interactive AI user behavior patterns.
- ...
- It can range from being a Simple Interactive AI Task to being a Complex Interactive AI Task, depending on its interactive AI task complexity.
- It can range from being a Domain-Specific Interactive AI Task to being a General-Purpose Interactive AI Task, depending on its interactive AI application scope.
- It can range from being a Single-Modal Interactive AI Task to being a Multi-Modal Interactive AI Task, depending on its interactive AI input/output modality.
- It can range from being a Structured Interactive AI Task to being an Open-Ended Interactive AI Task, depending on its interactive AI interaction flexibility.
- It can range from being a Information-Seeking Interactive AI Task to being an Action-Oriented Interactive AI Task, depending on its interactive AI task objective.
- It can range from being a Short-Duration Interactive AI Task to being a Long-Duration Interactive AI Task, depending on its interactive AI interaction length.
- It can range from being a Single-User Interactive AI Task to being a Collaborative Interactive AI Task, depending on its interactive AI user participation model.
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- It can be solved by an Interactive AI-Based System.
- It can require Interactive AI Bidirectional Communication.
- It can involve Interactive AI User Engagement throughout the interactive AI task execution.
- It can demand Interactive AI Response Timeliness for interactive AI user satisfaction.
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- Example(s):
- Interactive AI Conversational Tasks, such as:
- Voice-Controlled Interactive AI Tasks, such as:
- Text-Based Interactive AI Tasks, such as:
- Interactive AI Creative Tasks, such as:
- Interactive AI Information Tasks, such as:
- Interactive AI Recommendation Tasks, such as:
- Interactive AI Gaming Tasks, such as:
- ...
- Interactive AI Conversational Tasks, such as:
- Counter-Example(s):
- Non-Interactive AI Tasks, which process AI input data without interactive AI user exchange.
- Batch Processing AI Tasks, which complete AI computations without interactive AI real-time feedback.
- One-Shot AI Tasks, which produce AI results without interactive AI iterative refinement.
- Automated AI Tasks, which execute without interactive AI user intervention.
- Traditional Interactive Tasks, which involve user interaction but lack AI-based processing.
- See: Interactive Task, AI Task, Human-AI Interaction, Conversation-Centered AI Task, Real-Time AI Task, User-Centered Task.
References
2022
- ([[Shi et al., 2022) ⇒ L. Shi, N. Bhattacharya, A. Das, M. Lease… (2022). “The effects of interactive AI design on user behavior: An eye-Tracking study of fact-checking COVID-19 claims". In: Proceedings of the 2022 ..., .
- QUOTE: … interface, we recorded the total dwell times while participants were viewing the interface (interface … sure mental workload after task completion in each interface use. The questionnaire …
- NOTES: The paper examines how interactive AI design influences user behavior, particularly in the context of fact-checking COVID-19 claims, indicating the significance of interactive AI tasks in critical decision-making processes.
2022
- (Nourani et al., 2022) ⇒ M. Nourani, C. Roy, J.E. Block, D.R. Honeycutt… (2022). “On the Importance of User Backgrounds and Impressions: Lessons Learned from Interactive AI Applications". In: ACM Transactions on ..., .
- QUOTE: … Since our task and interface primarily had participants focusing on the matches returned by the system, we selected the system’s positive predictive value of each component as the …
- NOTES: This research highlights the significance of understanding user backgrounds and impressions in interactive AI applications, suggesting that user context can play a crucial role in the outcomes of interactive AI tasks.
2019
- (Xie et al., 2019) ⇒ X. Xie, H. Liu, Z. Zhang, Y. Qiu, F. Gao, S. Qi… (2019). “Vrgym: A virtual testbed for physical and interactive ai". In: Proceedings of the ..., .
- QUOTE: ... two interfaces, we consider a task-rich environment built for the VRGym. Figure 4 depicts an environment in VRGym that provides semantically-diverse tasks to … the demonstrated tasks, …
- NOTES: The authors present VRGym, a platform that provides an environment with a diverse set of tasks, highlighting the role of interactive AI in virtual environments.
2018
- (Ahn et al., 2018) ⇒ J.Y. Ahn, D.W. Kim, Y.H. Lee, W. Kim, J.K. Hong… (2018). “MOYA: Interactive AI toy for children to develop their language skills". In: Proceedings of the 9th ..., .
- QUOTE: … , RealSense SDK and ROS are integrated for MOYA to accomplish some interactive tasks. … Each script runs one of the following: The Graphics User Interface, the serial connection with …
- NOTES: MOYA, an interactive AI toy, is introduced as a tool to help children develop their language skills. The research underscores the potential of interactive AI tasks in the field of education and child development.