Preposition Salad: Placing Humans & AI in/on/over/along/under ‘the-loop’

Academia, government, and industry have not clearly defined the mechanisms by which humans are expected to oversee or collaborate with AI-enabled systems. Inconsistent uses of terms like human-in-the-loop and human-AI teaming create confusion on what type of oversight and collaboration is intended. This paper presents a framework to clarify existing terminology and synthesizes disparate literature to identify existing mechanisms of human-AI interaction.

Authors

Institutions

Publication Details

Journal
Proceedings of the AAAI Symposium Series
Published
2025-05-28
DOI
https://doi.org/10.1609/aaaiss.v5i1.35571
Citations
1
Primary Topic
Narrative Theory and Analysis
Type
article
Field-Weighted Citation Impact
15.18

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Preposition Salad: Placing Humans & AI in/on/over/along/under ‘the-loop’

Zoe Szajnfarber, Aditya Pratap Singh
1 citations
Proceedings of the AAAI Symposium Series
Narrative Theory and Analysis
15.18
article

Preposition Salad: Placing Humans & AI in/on/over/along/under ‘the-loop’

Zoe Szajnfarber, Aditya Pratap Singh
article en
1 citations

Abstract

Academia, government, and industry have not clearly defined the mechanisms by which humans are expected to oversee or collaborate with AI-enabled systems. Inconsistent uses of terms like human-in-the-loop and human-AI teaming create confusion on what type of oversight and collaboration is intended. This paper presents a framework to clarify existing terminology and synthesizes disparate literature to identify existing mechanisms of human-AI interaction.

Proceedings of the AAAI Symposium SeriesVol. 5(1)
George Washington University (US)
National Science Foundation
Openalex Percentile: Top 2%
Narrative Theory and Analysis
15.18
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.