NRR-Principles: Computational Efficiency Through Delayed Commitment in Stateful LLM Systems

NRR-Principles is a pre-submission repository for policy-level delayed-commitment evaluation under fixed paired protocols.

NRR is not an anti-LLM framework. NRR does not replace standard LLM use. NRR optimizes when to commit and when to defer, under explicit conditions. Series numbering policy: paper3 is permanently skipped and never reused.

Part of the Non-Resolution Reasoning (NRR) research program.

NRR Series Hub (Start here)

For the cross-paper map and current series links, start here:

• NRR Series Hub

DOI

Current manuscript snapshot

• Source: manuscript/current/nrr-principles_manuscript_v11.tex
• PDF: manuscript/current/nrr-principles_manuscript_v11.pdf
• Figures used by manuscript:
  • manuscript/current/fig_principles_weighted_3runs.png
  • manuscript/current/fig_r2_comparison_weighted.png
  • manuscript/current/fig_no_position_weighted.png
• Checksum manifest: manuscript/current/checksums_sha256.txt
• Previous manuscript snapshots are kept under manuscript/archive/.

Reproducibility entry points

• Bundled claim-trace artifacts: results/
• Main + robustness + r2 comparison: ./scripts/run_all.sh
• No-position ablation: ./scripts/run_no_position_ablation.sh
• Review-package figure regeneration: ./scripts/generate_manuscript_figures.sh
• Build current manuscript package to a temp output dir: ./scripts/build_current_manuscript.sh
• Verify current manuscript package: ./scripts/verify_current_package.sh
• Legacy figure generator (still supported): python3 generate_nrr_principles_figures.py
• Detailed mapping: reproducibility.md
• Dependencies: requirements.txt

Repository structure

nrr-principles/
|-- README.md
|-- reproducibility.md
|-- configs/
|-- scripts/
|   |-- build_current_manuscript.sh
|   |-- generate_manuscript_figures.sh
|   |-- run_all.sh
|   |-- run_no_position_ablation.sh
|   `-- verify_current_package.sh
|-- repro/
|-- results/
|   |-- paper7_results_allproviders_clean.zip
|   |-- paper7_results_stage1_t00_rep2.zip
|   |-- paper7_results_stage2_t03.zip
|   |-- paper7_compare_t00_r2_*.zip
|   |-- paper7_no_position_t00.zip
|   |-- analysis/
|   `-- figures/
|-- manuscript/
|   |-- archive/
|   `-- current/

License

CC BY 4.0. See LICENSE.