Ontology-Guided Multi-Agent Extraction of Evaluation Objects from Academic Review Texts: Evidence from Chinese Library and Information Science

arXiv:2608.29526 · cs.CL · Submitted 2026-08-30 · Read on arXiv

cs.CL

Submitted: 2026-08-30

Updated: 2026-08-30

Terminology

• Ontology — 89× in this paper · explained in 2 episodes
• Accuracy — 11× in this paper · explained in 1 episode
• Ablation — 9× in this paper · explained in 1 episode
• Core — 7× in this paper · explained in 2 episodes
• Evaluation Dimensions — 5× in this paper · explained in 3 episodes
• Consistency — 4× in this paper · explained in 3 episodes
• Multi-Agent Framework — 4× in this paper · explained in 3 episodes
• Verification — 4× in this paper · explained in 2 episodes
• Chinese Library and Information Science — 3× in this paper
• Generative AI — 3× in this paper · explained in 2 episodes
• Multi-Agent System — 3× in this paper · explained in 6 episodes
• Ablation Studies — 2× in this paper · explained in 1 episode
• Actor — 2× in this paper · explained in 3 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Multi-agent Collaborative Framework — 2× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Generalizability — 1× in this paper · explained in 6 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Named Entity Recognition (NER) — 1× in this paper · explained in 2 episodes
• Semantic Understanding — 1× in this paper · explained in 2 episodes
• Task Decomposition — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• LLM Multi-Agent Systems: Challenges and Open Problems
• OpenAlex: A fully-open index of scholarly works, authors, venues, institutions, and concepts

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering