ReadingMachine: A Computational Methodology for Structured Corpus Reading and Large-Scale Synthesis

arXiv:2606.07753 · cs.CL · Submitted 2026-06-05 · Read on arXiv

cs.CL

Submitted: 2026-06-05

Updated: 2026-09-25

Terminology

• Clustering — 26× in this paper · explained in 2 episodes
• Redundancy — 15× in this paper · explained in 2 episodes
• Failure Modes — 9× in this paper · explained in 3 episodes
• RAG — 9× in this paper · explained in 3 episodes
• Abstraction — 7× in this paper · explained in 1 episode
• Provenance — 6× in this paper · explained in 3 episodes
• Scaffolding — 6× in this paper · explained in 3 episodes
• Core — 5× in this paper · explained in 2 episodes
• Fidelity — 4× in this paper · explained in 2 episodes
• Benchmarking — 3× in this paper · explained in 3 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Retrieval-Augmented Generation (RAG) — 3× in this paper · explained in 16 episodes
• Accountability — 2× in this paper · explained in 2 episodes
• Agentic Workflows — 2× in this paper · explained in 1 episode
• Embeddings — 2× in this paper · explained in 2 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Agentic AI — 1× in this paper · explained in 1 episode
• Agentic AI systems — 1× in this paper · explained in 1 episode
• Agentic Search — 1× in this paper · explained in 1 episode
• Agentic System — 1× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use
• ReAct: Synergizing Reasoning and Acting in Language Models
• BERTopic: Neural topic modeling with a class-based TF-IDF procedure
• UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

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