determinism
art-social-determinismwav2vec2_fy_nl_determinism_shuffle1_50_epochs_LR_8e-51wav2vec2_fy_nl_determinism_shuffle2_50_epochs_LR_8e-5_2wav2vec2_fy_nl_determinism_shuffle2_50_epochs_LR_8e-6_1wav2vec2_fy_nl_determinism_shuffle1_50_epochs_LR_4e-5_1wav2vec2_fy_nl_determinism_seed_1wav2vec2_fy_nl_determinism_seed_2wav2vec2_fy_nl_determinism_seed_3
daily-paper-2026-08-12-format-determinism-tier-decay
Code-Owned Validation vs Prompt-Only Formatting: Measuring Structured-Output Compliance Decay Across LLM Model Tiers in Batch Content Pipelines
TL;DR — In production batch pipelines, 33 identical mid-tier workers produced 5 incompatible shapes for one boolean signal, 4 interchangeable status strings, and unparseable JSON — despite a small, fixed instruction set. This paper shows why: format freedom is an axis orthogonal to rule count, and a code-owned validator with targeted… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-08-12-format-determinism-tier-decay.free-will-determinism-reasoning
Free Will vs Determinism Reasoning Dataset
Description
A structured reasoning dataset designed for AI training and reasoning tasks, covering philosophical, theological, and social perspectives on the debate between free will and determinism.
Structure
Each entry includes:
text
metadata:
source_type
perspective
stance
reasoning
insight
Use Cases
Retrieval-Augmented Generation (RAG)
Philosophy reasoning tasks
Debate modeling
Sources… See the full description on the dataset page: https://huggingface.co/datasets/Aurorion/free-will-determinism-reasoning.chain-determinism-bench-v1
Chain-Determinism Bench v1
Cross-vendor measurements of LLM agent-loop chain-determinism: 31,764 hash-only observations spanning 11 vendors across four study phases. Released by Cruxia-AI under CC-BY-4.0.
What this is
31,764 hash-only observations from a 22,000-run multi-vendor chain-determinism study plus follow-up phases (Phase 1b temperature sweep, Phase 2 mechanism attribution, Phase 3.5 SWE-bench Lite). Each row records what an agent loop produced for one (vendor… See the full description on the dataset page: https://huggingface.co/datasets/cruxia/chain-determinism-bench-v1.