Papers with five-configuration ablation
TartanMaroon: Multi-Agent Academic Advising with Iterative Negotiation and Transparent Collaboration (2026.acl-demo)
Copied to clipboard
| Challenge: | Academic advising is a critical yet resourceintensive component of higher education . monolithic model must simultaneously maintain awareness of heterogeneous institutional constraints . |
| Approach: | They propose a multi-agent academic advising system that handles the full complexity spectrum of student queries. |
| Outcome: | The proposed system handles the full complexity spectrum of student queries . it also provides a real-time transparency interface streaming agent reasoning and negotiation rounds to users . the system is released open-source and has been rated highly by users based on their results . |