AI-VERDE: A Gateway for Egalitarian Access to Large Language Model-Based Resources For Educational Institutions
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Abstract (arXiv)
We present AI-VERDE, a unified LLM-as-a-platform service designed to facilitate seamless integration of commercial, cloud-hosted, and on-premise open LLMs in academic settings. AI-VERDE streamlines access management for instructional and research groups by providing features such as robust access control, privacy-preserving mechanisms, native Retrieval-Augmented Generation (RAG) support, budget management for third-party LLM services, and both a conversational web interface and API access. In a pilot deployment at a large public university, AI-VERDE demonstrated significant engagement across diverse educational and research groups, enabling activities that would typically require substantial budgets for commercial LLM services with limited user and team management capabilities. To the best of our knowledge, AI-Verde is the first platform to address both academic and research needs for LLMs within an higher education institutional framework.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 8 of its 26 references that are in the map. First posted on arXiv 11 Feb 2025.
Builds on
8 of 26 references.
References · 8
- 2017Attention Is All You Needcited by 59,932
- 2024The Llama 3 Herd of Modelscited by 14,192
- 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,160
- 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,049
- 2024Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phonecited by 1,883
- 2022Large Language Models Are Human-Level Prompt Engineerscited by 1,020
- 2023Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaborationcited by 246
- 2024An In-Depth Investigation of Data Collection in LLM App Ecosystemscited by 14
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Citing papers per year: 2025: 3; 2026: 2.
5 papers.
- 2025LLM Agents for Education: Advances and Applicationscited by 59
- 2025LLM-HyPZ: Hardware Vulnerability Discovery using an LLM-Assisted Hybrid Platform for Zero-Shot Knowledge Extraction and Refinementcited by 2
- 2025Teaching According to Students' Aptitude: Personalized Mathematics Tutoring via Persona-, Memory-, and Forgetting-Aware LLMscited by 2
- 2026LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insightcited by 1
- 2026DriftNet: A Dual-Head Trajectory Transformer for Detecting and Localizing Prompt Injection in LLM Agentscited by 0
- 2026DriftNet: A Dual-Head Trajectory Transformer for Detecting and Localizing Prompt Injection in LLM Agents9 Sep 2026
- 2026LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insight7 Jan 2026
- 2025Teaching According to Students' Aptitude: Personalized Mathematics Tutoring via Persona-, Memory-, and Forgetting-Aware LLMs19 Nov 2025
- 2025LLM-HyPZ: Hardware Vulnerability Discovery using an LLM-Assisted Hybrid Platform for Zero-Shot Knowledge Extraction and Refinement31 Aug 2025
- 2025LLM Agents for Education: Advances and Applications14 Mar 2025
Similar, not cited
Close in wording, no citation either way
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- 2026Accessible, but Not Adopted: Increasing LLM Adoption among First-generation, Low-income (FGLI) College Students beyond Expanding Access
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- 2026A Scoping Review of Large Language Model-Based Pedagogical Agents