Interactive AI Task

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
    • Optional Input: Interactive AI User Preferences, Interactive AI Interaction History, Interactive AI Environmental Data
  • 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.
  • ...
  • 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.
  • ...
  • 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.
  • ...
• Example(s):
  • Interactive AI Conversational Tasks, such as:
    • Voice-Controlled Interactive AI Tasks, such as:
      • Smart Home Interactive AI Control Task requiring interactive AI voice command interpretation.
      • Virtual Assistant Interactive AI Query Task involving interactive AI schedule management.
      • Interactive AI Music Request Task demanding interactive AI preference understanding.
    • Text-Based Interactive AI Tasks, such as:
      • Customer Support Interactive AI Task requiring interactive AI problem resolution.
      • Educational Interactive AI Tutoring Task involving interactive AI concept explanation.
      • Healthcare Interactive AI Consultation Task demanding interactive AI symptom analysis.
  • Interactive AI Creative Tasks, such as:
    • Collaborative Interactive AI Writing Task requiring interactive AI content refinement.
    • Interactive AI Design Feedback Task involving interactive AI iterative improvement.
    • Interactive AI Music Composition Task demanding interactive AI preference incorporation.
  • Interactive AI Information Tasks, such as:
    • Interactive AI Data Exploration Task requiring interactive AI query refinement.
    • Interactive AI Research Assistant Task involving interactive AI information synthesis.
    • Interactive AI Analysis Task demanding interactive AI result interpretation.
  • Interactive AI Recommendation Tasks, such as:
    • Interactive AI Product Discovery Task requiring interactive AI preference learning.
    • Interactive AI Content Curation Task involving interactive AI feedback processing.
    • Interactive AI Decision Support Task demanding interactive AI criteria refinement.
  • Interactive AI Gaming Tasks, such as:
    • Interactive AI Strategy Game Task requiring interactive AI opponent adaptation.
    • Interactive AI Puzzle Solving Task involving interactive AI hint provision.
    • Interactive AI Story Navigation Task demanding interactive AI choice processing.
  • ...
• 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.

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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.

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