Roland Arnold

Independent Researcher, Independent
Joined
October 2025

Names

Roland Arnold (Preferred)

Emails

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Independent Researcher
Independent (gmail.com)
2025 – Present
BSc Computer Science
Department of Computer Science, University of Pretoria (up.ac.za)
2001 – 2005

Advisors, Relations & Conflicts

No relations added

Expertise

Large language models
, 
retrieval-augmented generation (RAG)
, 
multi-document QA
, 
production LLM systems
, 
long-context
2025 – Present
LLM evaluation & benchmarking
, 
sample efficiency
, 
oracle-based grading
, 
error analysis
2025 – Present
Theorem proving
, 
Lean
, 
symbolic-neural reasoning
, 
AGI
, 
AST/DAG representations
2025 – Present
Interpretable computer vision
, 
geometric distortion fields
, 
invariances
, 
small-data sample efficiency
2022 – Present
Document intelligence
, 
contract analysis
, 
legal NLP
, 
clause extraction & comparison
, 
e-discovery
, 
CAL-based classification
2015 – Present

Publications

Co-Authors

No co-authors