Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports
Fuente:
arXiv
Saved in:
| Main Authors: | Nemkova, Poli A., Polat, Suleyman O., Jahan, Rafid I., Choudhury, Sagnik Ray, Lee, Sun-joo, Sarkar, Shouryadipta, Albert, Mark V. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting
by: Nemkova, Apollinaire Poli, et al.
Published: (2025)
by: Nemkova, Apollinaire Poli, et al.
Published: (2025)
LFQA-HP-1M: A Large-Scale Human Preference Dataset for Long-Form Question Answering
by: Jahan, Rafid Ishrak, et al.
Published: (2026)
by: Jahan, Rafid Ishrak, et al.
Published: (2026)
Synthetic Adaptive Guided Embeddings (SAGE): A Novel Knowledge Distillation Method
by: Polat, Suleyman Olcay, et al.
Published: (2025)
by: Polat, Suleyman Olcay, et al.
Published: (2025)
LIME-LLM: Probing Models with Fluent Counterfactuals, Not Broken Text
by: Mihaila, George, et al.
Published: (2026)
by: Mihaila, George, et al.
Published: (2026)
Comparing LLM Text Annotation Skills: A Study on Human Rights Violations in Social Media Data
by: Nemkova, Poli Apollinaire, et al.
Published: (2025)
by: Nemkova, Poli Apollinaire, et al.
Published: (2025)
Whose Good, Whose Place? The Moral Geography of Agentic AI for Social Good
by: Nemkova, Poli, et al.
Published: (2026)
by: Nemkova, Poli, et al.
Published: (2026)
S-GRADES -- Studying Generalization of Student Response Assessments in Diverse Evaluative Settings
by: Seuti, Tasfia, et al.
Published: (2026)
by: Seuti, Tasfia, et al.
Published: (2026)
Cross-Lingual Stability and Bias in Instruction-Tuned Language Models for Humanitarian NLP
by: Nemkova, Poli, et al.
Published: (2025)
by: Nemkova, Poli, et al.
Published: (2025)
FutureGen: A RAG-based Approach to Generate the Future Work of Scientific Article
by: Azher, Ibrahim Al, et al.
Published: (2025)
by: Azher, Ibrahim Al, et al.
Published: (2025)
Towards Context-Aware Modeling of Situation Awareness in Conditionally Automated Driving
by: Avetisyan, Lilit, et al.
Published: (2024)
by: Avetisyan, Lilit, et al.
Published: (2024)
Evaluation Framework for Highlight Explanations of Context Utilisation in Language Models
by: Sun, Jingyi, et al.
Published: (2025)
by: Sun, Jingyi, et al.
Published: (2025)
A Large-Language-Model Framework for Automated Humanitarian Situation Reporting
by: Decostanzi, Ivan, et al.
Published: (2025)
by: Decostanzi, Ivan, et al.
Published: (2025)
Faculty Perspectives on the Potential of RAG in Computer Science Higher Education
by: Dakshit, Sagnik
Published: (2024)
by: Dakshit, Sagnik
Published: (2024)
Unlocking Cross-Lingual Sentiment Analysis through Emoji Interpretation: A Multimodal Generative AI Approach
by: Jahan, Rafid Ishrak, et al.
Published: (2024)
by: Jahan, Rafid Ishrak, et al.
Published: (2024)
A Framework for Situating Innovations, Opportunities, and Challenges in Advancing Vertical Systems with Large AI Models
by: Verma, Gaurav, et al.
Published: (2025)
by: Verma, Gaurav, et al.
Published: (2025)
ClaimIQ at CheckThat! 2025: Comparing Prompted and Fine-Tuned Language Models for Verifying Numerical Claims
by: Anik, Anirban Saha, et al.
Published: (2025)
by: Anik, Anirban Saha, et al.
Published: (2025)
A Detailed Factor Analysis for the Political Compass Test: Navigating Ideologies of Large Language Models
by: Kamal, Sadia, et al.
Published: (2025)
by: Kamal, Sadia, et al.
Published: (2025)
Towards Measuring and Modeling "Culture" in LLMs: A Survey
by: Adilazuarda, Muhammad Farid, et al.
Published: (2024)
by: Adilazuarda, Muhammad Farid, et al.
Published: (2024)
Interpretability Framework for LLMs in Undergraduate Calculus
by: Dakshit, Sagnik, et al.
Published: (2025)
by: Dakshit, Sagnik, et al.
Published: (2025)
Pricing and Competition for Generative AI
by: Mahmood, Rafid
Published: (2024)
by: Mahmood, Rafid
Published: (2024)
Towards Modeling Situational Awareness Through Visual Attention in Clinical Simulations
by: Gao, Haoting, et al.
Published: (2026)
by: Gao, Haoting, et al.
Published: (2026)
Routing, Cascades, and User Choice for LLMs
by: Mahmood, Rafid
Published: (2026)
by: Mahmood, Rafid
Published: (2026)
Minority Reports: Balancing Cost and Quality in Ground Truth Data Annotation
by: Liao, Hsuan Wei, et al.
Published: (2025)
by: Liao, Hsuan Wei, et al.
Published: (2025)
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework
by: Rackauckas, Zackary, et al.
Published: (2024)
by: Rackauckas, Zackary, et al.
Published: (2024)
KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG
by: Li, Yongjian, et al.
Published: (2025)
by: Li, Yongjian, et al.
Published: (2025)
A Framework for Dynamic Situational Awareness in Human Robot Teams: An Interview Study
by: Senaratne, Hashini, et al.
Published: (2025)
by: Senaratne, Hashini, et al.
Published: (2025)
Dual-Track CoT: Budget-Aware Stepwise Guidance for Small LMs
by: Chatterjee, Sagnik, et al.
Published: (2026)
by: Chatterjee, Sagnik, et al.
Published: (2026)
Towards Automated Safety Requirements Derivation Using Agent-based RAG
by: Balu, Balahari Vignesh, et al.
Published: (2025)
by: Balu, Balahari Vignesh, et al.
Published: (2025)
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline
by: Kim, Dongkyu, et al.
Published: (2024)
by: Kim, Dongkyu, et al.
Published: (2024)
Predicting Situation Awareness from Physiological Signals
by: Smith, Kieran J., et al.
Published: (2025)
by: Smith, Kieran J., et al.
Published: (2025)
Enhancing Vision Language Models with Logic Reasoning for Situational Awareness
by: Pradeep, Pavana, et al.
Published: (2026)
by: Pradeep, Pavana, et al.
Published: (2026)
SituationAdapt: Contextual UI Optimization in Mixed Reality with Situation Awareness via LLM Reasoning
by: Li, Zhipeng, et al.
Published: (2024)
by: Li, Zhipeng, et al.
Published: (2024)
METIS: Fast Quality-Aware RAG Systems with Configuration Adaptation
by: Ray, Siddhant, et al.
Published: (2024)
by: Ray, Siddhant, et al.
Published: (2024)
EasyRAG: Efficient Retrieval-Augmented Generation Framework for Automated Network Operations
by: Feng, Zhangchi, et al.
Published: (2024)
by: Feng, Zhangchi, et al.
Published: (2024)
SmartBook: AI-Assisted Situation Report Generation for Intelligence Analysts
by: Reddy, Revanth Gangi, et al.
Published: (2023)
by: Reddy, Revanth Gangi, et al.
Published: (2023)
UNcommonsense Reasoning: Abductive Reasoning about Uncommon Situations
by: Zhao, Wenting, et al.
Published: (2023)
by: Zhao, Wenting, et al.
Published: (2023)
Evaluating an Automated Mediator for Joint Narratives in a Conflict Situation
by: Zancanaro, Massimo, et al.
Published: (2019)
by: Zancanaro, Massimo, et al.
Published: (2019)
DualContrast: Unsupervised Disentangling of Content and Transformations with Implicit Parameterization
by: Uddin, Mostofa Rafid, et al.
Published: (2024)
by: Uddin, Mostofa Rafid, et al.
Published: (2024)
An Enhanced Integer Linear Programming Model for Communication‐Aware and Load‐Balanced Neuron Grouping in Manycore Neural Network Accelerators
by: Alperen Cakin, et al.
Published: (2026)
by: Alperen Cakin, et al.
Published: (2026)
Situated Ground Truths: Enhancing Bias-Aware AI by Situating Data Labels with SituAnnotate
by: Pandiani, Delfina Sol Martinez, et al.
Published: (2024)
by: Pandiani, Delfina Sol Martinez, et al.
Published: (2024)
Similar Items
-
Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting
by: Nemkova, Apollinaire Poli, et al.
Published: (2025) -
LFQA-HP-1M: A Large-Scale Human Preference Dataset for Long-Form Question Answering
by: Jahan, Rafid Ishrak, et al.
Published: (2026) -
Synthetic Adaptive Guided Embeddings (SAGE): A Novel Knowledge Distillation Method
by: Polat, Suleyman Olcay, et al.
Published: (2025) -
LIME-LLM: Probing Models with Fluent Counterfactuals, Not Broken Text
by: Mihaila, George, et al.
Published: (2026) -
Comparing LLM Text Annotation Skills: A Study on Human Rights Violations in Social Media Data
by: Nemkova, Poli Apollinaire, et al.
Published: (2025)