Single-Agent vs. Multi-Agent LLM Strategies for Automated Student Reflection Assessment
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Gen, Chen, Li, Tang, Cheng, Švábenský, Valdemar, Deguchi, Daisuke, Yamashita, Takayoshi, Shimada, Atsushi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Ranking-Based At-Risk Student Prediction Using Federated Learning and Differential Features
by: Yoneda, Shunsuke, et al.
Published: (2025)
by: Yoneda, Shunsuke, et al.
Published: (2025)
Knowledge Distillation in RNN-Attention Models for Early Prediction of Student Performance
by: Leelaluk, Sukrit, et al.
Published: (2024)
by: Leelaluk, Sukrit, et al.
Published: (2024)
Capture-Calibrate-Coach: A Graph-Based Framework for Knowledge Monitoring Estimation and Adaptive Feedback
by: Li, Gen, et al.
Published: (2026)
by: Li, Gen, et al.
Published: (2026)
LECTOR: Summarizing E-book Reading Content for Personalized Student Support
by: Zapata, Erwin Daniel López, et al.
Published: (2025)
by: Zapata, Erwin Daniel López, et al.
Published: (2025)
Evaluating the Impact of Data Augmentation on Predictive Model Performance
by: Švábenský, Valdemar, et al.
Published: (2024)
by: Švábenský, Valdemar, et al.
Published: (2024)
Safe and Policy-Compliant Multi-Agent Orchestration for Enterprise AI
by: Pasupuleti, Vinil, et al.
Published: (2026)
by: Pasupuleti, Vinil, et al.
Published: (2026)
IntelliCode: A Multi-Agent LLM Tutoring System with Centralized Learner Modeling
by: David, Jones, et al.
Published: (2025)
by: David, Jones, et al.
Published: (2025)
Multi-Agent Honeypot-Based Request-Response Context Dataset for Improved SQL Injection Detection Performance
by: Yu, Hao, et al.
Published: (2026)
by: Yu, Hao, et al.
Published: (2026)
Memory-Augmented State Machine Prompting: A Novel LLM Agent Framework for Real-Time Strategy Games
by: Qi, Runnan, et al.
Published: (2025)
by: Qi, Runnan, et al.
Published: (2025)
Detecting Sleeper Agents in Large Language Models via Semantic Drift Analysis
by: Zanbaghi, Shahin, et al.
Published: (2025)
by: Zanbaghi, Shahin, et al.
Published: (2025)
AgentMisalignment: Measuring the Propensity for Misaligned Behaviour in LLM-Based Agents
by: Naik, Akshat, et al.
Published: (2025)
by: Naik, Akshat, et al.
Published: (2025)
Can We Trust AI Agents? A Case Study of an LLM-Based Multi-Agent System for Ethical AI
by: de Cerqueira, José Antonio Siqueira, et al.
Published: (2024)
by: de Cerqueira, José Antonio Siqueira, et al.
Published: (2024)
Super-additive Cooperation in Language Model Agents
by: Tonini, Filippo, et al.
Published: (2025)
by: Tonini, Filippo, et al.
Published: (2025)
Nemobot Games: Crafting Strategic AI Gaming Agents for Interactive Learning with Large Language Models
by: Tan, Chee Wei, et al.
Published: (2026)
by: Tan, Chee Wei, et al.
Published: (2026)
Adversarial Feeds Steer LLM Agent Decisions Against Their Defaults
by: Usman, Rana Muhammad
Published: (2026)
by: Usman, Rana Muhammad
Published: (2026)
Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents
by: Tang, Wenjie, et al.
Published: (2026)
by: Tang, Wenjie, et al.
Published: (2026)
FedAttr: Towards Privacy-preserving Client-Level Attribution in Federated LLM Fine-tuning
by: Zhang, Su, et al.
Published: (2026)
by: Zhang, Su, et al.
Published: (2026)
From Safety Risk to Design Principle: Peer-Preservation in Multi-Agent LLM Systems and Its Implications for Orchestrated Democratic Discourse Analysis
by: Dietrich, Juergen
Published: (2026)
by: Dietrich, Juergen
Published: (2026)
Refusal Evaluation in Coding LLMs and Code Agents: A Systematic Review of Thirteen Malicious-Code Prompt Corpora (2023-2025)
by: Young, Richard J., et al.
Published: (2026)
by: Young, Richard J., et al.
Published: (2026)
Governance Architecture for Autonomous Agent Systems: Threats, Framework, and Engineering Practice
by: Ge, Yuxu
Published: (2026)
by: Ge, Yuxu
Published: (2026)
Multi-Agent Collaborative Framework For Math Problem Generation
by: Karbasi, Kia, et al.
Published: (2025)
by: Karbasi, Kia, et al.
Published: (2025)
A Learnable Multi-views Contrastive Framework with Reconstruction Discrepancy for Medical Time-Series
by: Wang, Yifan, et al.
Published: (2025)
by: Wang, Yifan, et al.
Published: (2025)
Cross-LLM Generalization of Behavioral Backdoor Detection in AI Agent Supply Chains
by: Sanna, Arun Chowdary
Published: (2025)
by: Sanna, Arun Chowdary
Published: (2025)
Depth-Dependent Indirect Prompt Injection in Tool-Calling ReAct Agents: Injection Depth, Payload Framing, and Turn-Budget Sensitivity
by: Rashidi, Mohammadreza
Published: (2026)
by: Rashidi, Mohammadreza
Published: (2026)
Measuring Harmfulness of Computer-Using Agents
by: Tian, Aaron Xuxiang, et al.
Published: (2025)
by: Tian, Aaron Xuxiang, et al.
Published: (2025)
Council Mode: A Heterogeneous Multi-Agent Consensus Framework for Reducing LLM Hallucination and Bias
by: Wu, Shuai, et al.
Published: (2026)
by: Wu, Shuai, et al.
Published: (2026)
AgentSentry: Mitigating Indirect Prompt Injection in LLM Agents via Temporal Causal Diagnostics and Context Purification
by: Zhang, Tian, et al.
Published: (2026)
by: Zhang, Tian, et al.
Published: (2026)
DEpiABS: Differentiable Epidemic Agent-Based Simulator
by: Gao, Zhijian, et al.
Published: (2026)
by: Gao, Zhijian, et al.
Published: (2026)
When Agents Disagree: The Selection Bottleneck in Multi-Agent LLM Pipelines
by: Maryanskyy, Artem
Published: (2026)
by: Maryanskyy, Artem
Published: (2026)
Before the Last Token: Diagnosing Final-Token Safety Probe Failures
by: Doda, Shravan
Published: (2026)
by: Doda, Shravan
Published: (2026)
Comparing Fairness of Generative Mobility Models
by: Wang, Daniel, et al.
Published: (2024)
by: Wang, Daniel, et al.
Published: (2024)
Sensitivity Uncertainty Alignment in Large Language Models
by: Hiremath, Prakul Sunil, et al.
Published: (2026)
by: Hiremath, Prakul Sunil, et al.
Published: (2026)
The Importance of Out-of-Band Metadata for Safe Autonomous Agents: The Redpanda Agentic Data Plane
by: Akidau, Tyler, et al.
Published: (2026)
by: Akidau, Tyler, et al.
Published: (2026)
Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics
by: Bhusal, Jatin, et al.
Published: (2026)
by: Bhusal, Jatin, et al.
Published: (2026)
PACT: Reducing Alert Fatigue in Low-Prevalence SOC Streams with Triggered Active Learning
by: Ndichu, Samuel, et al.
Published: (2026)
by: Ndichu, Samuel, et al.
Published: (2026)
A Survey on the Security of Long-Term Memory in LLM Agents: Toward Mnemonic Sovereignty
by: Lin, Zehao, et al.
Published: (2026)
by: Lin, Zehao, et al.
Published: (2026)
Automated but Atrophied? Student Over-Reliance vs Expert Augmentation of AI in Learning and Cybersecurity
by: Khan, Koffka
Published: (2025)
by: Khan, Koffka
Published: (2025)
$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
by: Dang, Kieu, et al.
Published: (2025)
by: Dang, Kieu, et al.
Published: (2025)
QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition
by: Fu, Songchen, et al.
Published: (2024)
by: Fu, Songchen, et al.
Published: (2024)
Security Attack and Defense Strategies for Autonomous Agent Frameworks: A Layered Review with OpenClaw as a Case Study
by: Xu, Luyao, et al.
Published: (2026)
by: Xu, Luyao, et al.
Published: (2026)
Similar Items
-
Ranking-Based At-Risk Student Prediction Using Federated Learning and Differential Features
by: Yoneda, Shunsuke, et al.
Published: (2025) -
Knowledge Distillation in RNN-Attention Models for Early Prediction of Student Performance
by: Leelaluk, Sukrit, et al.
Published: (2024) -
Capture-Calibrate-Coach: A Graph-Based Framework for Knowledge Monitoring Estimation and Adaptive Feedback
by: Li, Gen, et al.
Published: (2026) -
LECTOR: Summarizing E-book Reading Content for Personalized Student Support
by: Zapata, Erwin Daniel López, et al.
Published: (2025) -
Evaluating the Impact of Data Augmentation on Predictive Model Performance
by: Švábenský, Valdemar, et al.
Published: (2024)