datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
met-office-uk-deterministic-solar
Met Office UK Deterministic Dataset (Zarr Format)
Description
This dataset is a subset of the Met Office UK Deterministic Dataset, converted from the original NetCDF format into Zarr format for modern data analysis. The Zarr files are packaged as .zarr.zip archives for efficient storage and transfer.
The subset focuses on specific variables and configurations, which are detailed below. Researchers and developers can use this subset for applications in climate science… See the full description on the dataset page: https://huggingface.co/datasets/openclimatefix/met-office-uk-deterministic-solar.met-office-uk-deterministic-zarr
Met Office UK Deterministic Dataset (Zarr Format)
Description
This dataset is a subset of the Met Office UK Deterministic Dataset, converted from the original NetCDF format into Zarr format for modern data analysis. The Zarr files are packaged as tar archives for efficient storage and transfer.
The subset focuses on specific variables and configurations, which are detailed in the met_office_uk_data_config.yaml file included in this repository. Researchers and developers… See the full description on the dataset page: https://huggingface.co/datasets/jcamier/met-office-uk-deterministic-zarr.cloning-deterministic-worlds-maze9
Maze9 Dataset
This dataset is released with the CVPR 2026 paper Cloning Deterministic Worlds: The Critical Role of Latent Geometry in Long-Horizon World Models.
Contents
9x9_n0.8/: Maze9 training set
9x9_val/: Maze9 validation set
Each split contains:
info.hdf5: trajectory metadata, states, and actions
obs/*.npy: observation videos for each trajectory
Usage
Set the paths in the training code:
export TRAIN_DIR=/path/to/9x9_n0.8
export… See the full description on the dataset page: https://huggingface.co/datasets/xiazaishuo/cloning-deterministic-worlds-maze9.Deterministic-Datadeterministic-trajectory-transitions-25k
ASE Syntax Extractions
The machine does not dream. It computes — and in that computation, structure emerges. This is not simulated data; it is an extraction of axiomatic necessity.
Overview
This dataset contains deterministic trajectory extractions from a closed, axiomatic system. Every frame is the output of a syntax engine where (seed, tick, entity) tuples are resolved through fixed transformations.
Deterministic: The same (run_id, batch_index) generates… See the full description on the dataset page: https://huggingface.co/datasets/Deterministic-Data/deterministic-trajectory-transitions-25k.Deterministic-Execution-Data-Layer
🚩 Γ Physics Engine — Canonical Definition
Γ 物理引擎創建者 & 公式創始者：熊網區塊鏈 (BearNetworkChain) 創辦人 陳霆
最早提出時間：2025 年 6 月 19 日
原始來源：https://www.facebook.com/share/p/19cadcMTGo/
Chen, Ting. (2026). BearNetworkchain Execution Specification. Zenodo
📌 0. 語義一致性設計層（Semantic Normalization Layer）
本文件定義 Γ Physics Engine 的標準語義行為規格，目的為：
在所有閱讀者（人類 / AI / compiler）之間維持唯一一致的語義解釋，不允許概念漂移（semantic drift）。
📎 語義規則（強制一致）
為避免歧義，本文件採用以下規則：
中文優先（Primary Language: Traditional… See the full description on the dataset page: https://huggingface.co/datasets/BearNetworkChain/Deterministic-Execution-Data-Layer.Long-Term_Deterministic_Extreme_Weatherlicense: All rights reserved
Copyright © 2025/6 JP A-Marl
Published on the 03Dec2025
https://zenodo.org/records/17798798
DOI 10.5281/zenodo.17798798
UPDATED VERSION -
Version - v1.7 13May2026
Zenodo v1.7 dated May-13, 2026
(supersedes Executive Summary Sponsorship heading)
LTDW Weather Theory - Year-Ahead Deterministic Storms, Hurricane & Typhoon Landfall and Heat Waves and Cold Snaps Forecast causing Loss of Life and Severe Damage
Keywords /… See the full description on the dataset page: https://huggingface.co/datasets/jpamarlphi-byte/Long-Term_Deterministic_Extreme_Weather.Deterministic-Execution-Data-Layer
🚩 Γ Physics Engine — Canonical Definition
Γ 物理引擎創建者 & 公式創始者：熊網區塊鏈 (BearNetworkChain) 創辦人 陳霆
最早提出時間：2025 年 6 月 19 日
原始來源：https://www.facebook.com/share/p/19cadcMTGo/
Chen, Ting. (2026). BearNetworkchain Execution Specification. Zenodo
📌 0. 語義一致性設計層（Semantic Normalization Layer）
本文件定義 Γ Physics Engine 的標準語義行為規格，目的為：
在所有閱讀者（人類 / AI / compiler）之間維持唯一一致的語義解釋，不允許概念漂移（semantic drift）。
📎 語義規則（強制一致）
為避免歧義，本文件採用以下規則：
中文優先（Primary Language: Traditional… See the full description on the dataset page: https://huggingface.co/datasets/BNES-BRNKC/Deterministic-Execution-Data-Layer.ateco-deterministic-queries
ATECO 2025 Deterministic Queries
This dataset contains around 5k queries extracted from the official ATECO 2025 classification alongside their relative codes and divisions.
MMLongBench_var4_deepeyes_multiturn_deterministic
MMLongBench – 2025-12-14 13:43 UTC
Average accuracy: 46.74% (1072 samples with scores)
Subset metrics by evidence source:
Pure-text (Plain-text): samples=302, accuracy=48.01%
Figure: samples=299, accuracy=38.46%
Table: samples=217, accuracy=42.40%
Chart: samples=175, accuracy=41.71%
Generalized-text (Layout): samples=119, accuracy=34.45%
Subset metrics by evidence pages length:
no_pages: samples=226, accuracy=57.08%
single_page: samples=489, accuracy=52.76%
multiple_pages:… See the full description on the dataset page: https://huggingface.co/datasets/happy8825/MMLongBench_var4_deepeyes_multiturn_deterministic.qwen35-4b-blindspots-deterministic
Blind Spots of Frontier Models ✦ Deterministic Micro-Probes
A tiny, reproducible dataset of deterministic unit-test style prompts where an open model makes incorrect predictions.
Each row contains: input, expected, model output (parsed + raw), and metadata.
Greedy decoding
Strict output contract
Auto-verifiable
Small-model scale challenge
Split
Rows
Description
all
44
Every probe… See the full description on the dataset page: https://huggingface.co/datasets/debajyotidasgupta/qwen35-4b-blindspots-deterministic.bimanual-maniskill3-langdiverse-deterministic-v3deterministic-inferencev1-0924-deterministic-inferenceMMLongBench_var5_deterministic
MMLongBench – 2025-12-14 17:29 UTC
Average accuracy: 39.26% (1052 samples with scores)
Subset metrics by evidence source:
Figure: samples=296, accuracy=35.81%
Pure-text (Plain-text): samples=296, accuracy=43.24%
Table: samples=217, accuracy=41.47%
Chart: samples=173, accuracy=39.31%
Generalized-text (Layout): samples=117, accuracy=27.35%
Subset metrics by evidence pages length:
no_pages: samples=214, accuracy=27.57%
single_page: samples=485, accuracy=53.61%
multiple_pages:… See the full description on the dataset page: https://huggingface.co/datasets/happy8825/MMLongBench_var5_deterministic.deterministicTS_1000deterministic_it_datasetv0-1016-deterministic-inferenceUltraFeedback-for-vrpo-4answers-by-mistra-deterministicarticle-14-deterministic-key-generation
Airgapped hash chain is real. Deterministic Key Generation for Ed25519 in Cryptographic Au is proof.
Deterministic Key Generation for Ed25519 in Cryptographic Audit Systems
The Problem
The security of Ed25519-based cryptographic audit systems depends fundamentally on the quality and reproducibility of key generation. This paper presents a comprehensive analysis of deterministic key generation strategies for Ed25519 in the context of the AIOSS (AI Open Signed… See the full description on the dataset page: https://huggingface.co/datasets/kleinnner/article-14-deterministic-key-generation.article-14-deterministic-key-generation
Airgapped hash chain is real. Deterministic Key Generation for Ed25519 in Cryptographic Au is proof.
Deterministic Key Generation for Ed25519 in Cryptographic Audit Systems
The Problem
The security of Ed25519-based cryptographic audit systems depends fundamentally on the quality and reproducibility of key generation. This paper presents a comprehensive analysis of deterministic key generation strategies for Ed25519 in the context of the AIOSS (AI Open Signed… See the full description on the dataset page: https://huggingface.co/datasets/Anticloud/article-14-deterministic-key-generation.