Grounded Revision vs. Prior Injection: Probing Retrieval-Augmented Patent Claim Amendment

arXiv:2609.36550 · cs.CL · Submitted 2026-09-29 · Read on arXiv

cs.CL

Submitted: 2026-09-29

Updated: 2026-09-29

Code: https://github.com/TeamLab/probi

Terminology

• Grounding — 17× in this paper · explained in 3 episodes
• Alignment — 12× in this paper · explained in 1 episode
• Benchmark — 10× in this paper · explained in 2 episodes
• Robustness — 10× in this paper · explained in 5 episodes
• RAG — 6× in this paper · explained in 3 episodes
• USPTO Open Data Portal — 4× in this paper
• Core — 3× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Failure Modes — 2× in this paper · explained in 3 episodes
• Fidelity — 2× in this paper · explained in 2 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Adversarial Training — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Few-Shot Learning — 1× in this paper · explained in 4 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Manual of Patent Examining Procedure — 1× in this paper
• Scaffolding — 1× in this paper · explained in 3 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Evaluating Large Language Models Trained on Code
• Atlas: Few-shot Learning with Retrieval Augmented Language Models
• InstructPatentGPT: Training patent language models to follow instructions with human feedback
• Intelligent System for Automated Molecular Patent Infringement Assessment
• PATENTWRITER: A Benchmarking Study for Patent Drafting with LLMs
• PaperOrchestra: A Multi-Agent Framework for Automated AI Research Paper Writing
• AutoPatent: A Multi-Agent Framework for Automatic Patent Generation
• ToC: Tree-of-Claims Search with Multi-Agent Language Models

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