MemoNoveltyAgent: A Historical Research Memory-Aware Agent Workflow for Paper Novelty Assessment

arXiv:2603.20884 · cs.CL · Submitted 2026-03-21 · Read on arXiv

cs.CL

Submitted: 2026-03-21

Updated: 2026-08-30

Comments: Accepted to the Findings of EMNLP 2026

Code: https://github.com/SStan1/MemoNoveltyAgent

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 37× in this paper · explained in 2 episodes
• Core — 30× in this paper · explained in 2 episodes
• RAG — 18× in this paper · explained in 3 episodes
• Hallucination — 12× in this paper · explained in 3 episodes
• Alignment — 11× in this paper · explained in 1 episode
• Accuracy — 10× in this paper · explained in 1 episode
• Consistency — 8× in this paper · explained in 3 episodes
• Perplexity — 5× in this paper · explained in 3 episodes
• Verification — 5× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Retrieval-Augmented Generation — 4× in this paper
• Clustering — 3× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 3× in this paper · explained in 3 episodes
• Paper Review — 3× in this paper · explained in 2 episodes
• Retrieval-Augmented Generation (RAG) — 3× in this paper · explained in 16 episodes
• AI Agents — 2× in this paper · explained in 2 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Multi-Agent System — 2× in this paper · explained in 6 episodes
• Multimodal Inputs — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Abstention — 1× in this paper · explained in 1 episode
• Actor — 1× in this paper · explained in 3 episodes
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Computer Science — 1× in this paper
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• For Citation Accuracy — 1× in this paper
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Mean Absolute Error — 1× in this paper
• Mean Squared Error — 1× in this paper
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
• Objective Function — 1× in this paper · explained in 2 episodes
• Objective Structured Clinical Examination — 1× in this paper
• Provenance — 1× in this paper · explained in 4 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Systematic Bias — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• World Model — 1× in this paper · explained in 7 episodes

Sources

• TICKing All the Boxes: Generated Checklists Improve LLM Evaluation and Generation
• DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
• MMReview: A Multidisciplinary and Multimodal Benchmark for LLM-Based Peer Review Automation
• Multimodal Peer Review Simulation with Actionable To-Do Recommendations for Community-Aware Manuscript Revisions
• Evaluating Scoring Bias in LLM-as-a-Judge
• Deep Research: A Systematic Survey
• WebThinker: Empowering Large Reasoning Models with Deep Research Capability
• Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions
• Gemini: A Family of Highly Capable Multimodal Models
• When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories
• WebGPT: Browser-assisted question-answering with human feedback
• OpenNovelty: An LLM-powered Agentic System for Verifiable Scholarly Novelty Assessment
• Deep Research: A Survey of Autonomous Research Agents
• Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

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