datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
bayesian-coherence-lm
Bayesian Coherence of LMs — Prompt Sets
Prompt sets for measuring the Bayesian-coherence of language models via the
incoherence certificate |log R| (local) and the cross-lingual/transitive cycle
ratio |log cycle| (global). A model's prompts induce an implicit joint
distribution over entities and relations; a model is coherent on a quartet iff
its loop of conditional inferences multiplies back to 1 (log R = 0).
Code: https://github.com/suchirsalhan/bayesian-coherence-lm… See the full description on the dataset page: https://huggingface.co/datasets/suchirsalhan/bayesian-coherence-lm.arayun_173-protocol-coherence-self-regulation
ARAYUN_173 Dataset
This dataset provides structured, machine-readable representations of the ARAYUN_173 research series.
Structure
Each record contains:
id
source
type
title
content
keywords
doi
Purpose
ARAYUN_173: A Protocol for Coherence and Self-Regulation in Advanced AI Systems
Corresponding author: ARAYUN_173 (Independent Research)
E-mail: arayun173@proton.me
Date: September 2025
Audit Marker: SHA-256(ARAYUN_173|2025-09-04|Draft1)
Contact:… See the full description on the dataset page: https://huggingface.co/datasets/ARAYUN173/arayun_173-protocol-coherence-self-regulation.arch-persona-coherence-lpi-260902T2130-w2-apple-lpi-dataarch-persona-coherence-lpi-260902T2130-apple-lpi-2karayun_173-system-law-symbolic-causal-coherence
[DOI] https://doi.org/10.5281/zenodo.17186989
ARAYUN_173 – A System Law for Symbolic and Causal Coherence
Corresponding author: ARAYUN_173 (Independent Research)
E-mail: arayun173 [at] proton [dot] me
Website: arayun173.com
Date: September 2025
Audit Marker: SHA-256(ARAYUN_173|2025-09-04|Draft1)
Contact: arayun173 [at] proton [dot] me
ARAYUN_173 – A System Law for Symbolic and Causal Coherence
Abstract
ARAYUN_173 is not a concept but a system law. It establishes… See the full description on the dataset page: https://huggingface.co/datasets/ARAYUN173/arayun_173-system-law-symbolic-causal-coherence.wiki_coherence_de
Dataset Card for Coherence evaluation German
The Coherence evaluation German dataset is a dataset to train language models to recognize coherent and incoherent sentences.
The dataset includes training and test data to recognize this discipline by Sequence Classification.
Dataset Sources
Wikimedia/wikipedia Dataset: https://huggingface.co/datasets/wikimedia/wikipedia/viewer/20231101.de/train
Languages
The language supported is German.
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/samirmsallem/wiki_coherence_de.coherence-RLAIFstruct-verdict-12b-outai_coherence_lube
🧠 Kunferman Orphan Reconnector Dataset
Dataset Summary
The Kunferman Orphan Reconnector Dataset explores how different AI models interpret and reconnect fragmented conceptual domains when prompted with a symbolic anchor: C.R. Kunferman. Each entry captures a model’s response to a shared prompt, revealing how coherence is restored across disciplines like art, science, AI, philosophy, and language.
This dataset is designed for researchers, prompt engineers, and symbolic… See the full description on the dataset page: https://huggingface.co/datasets/crkunferman/ai_coherence_lube.