Writerslogic at the CLEF 2026 SimpleText Track: Multi-Candidate LLM Simplification and Stacked Complexity Spotting

cs.CL

Submitted: 2026-10-02

Updated: 2026-10-02

Comments: 11 pages, 3 tables. Notebook for the SimpleText Lab at CLEF 2026. Code: https://github.com/dcondrey/simpletext-clef2026

Journal ref: CLEF 2026 Working Notes, CEUR Workshop Proceedings, pp. 6068-6078

Code: https://github.com/dcondrey/simpletext-clef2026

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

Sources

• Sentence Simplification via Large Language Models
• News Summarization and Evaluation in the Era of GPT-3

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