datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
spartina-ai-eco-evolution-data
Spartina AI eco-evolutionary reanalysis
Code repository: github.com/ydchen0806/spartina-ai-eco-evolution
Reproducible code, derived tables and audit figures for the Spartina alterniflora aerial-observation project. The release reconstructs the available 2014–2021 patch-record analysis and audits the recovered 2014–2020 environment–growth simulation archive.
Active manuscript and validation pilot
The full working manuscript is available as
editable DOCX and
PDF. It… See the full description on the dataset page: https://huggingface.co/datasets/cyd0806/spartina-ai-eco-evolution-data.open_model_evolution_data
Economies of Open Intelligence: Tracing Power & Participation in the Model Ecosystem
This dataset, released in conjunction with the paper Economies of Open Intelligence: Tracing Power & Participation in the Model Ecosystem, provides a rigorous examination of concentration dynamics and evolving characteristics in the open model economy.
It compiles a history of weekly model downloads (February 2025-Present) alongside detailed model metadata from the Hugging Face Model Hub. The… See the full description on the dataset page: https://huggingface.co/datasets/mmpr/open_model_evolution_data.shell-attack-evolution-dataset
Shell Honeypot Attack Request–Response Dataset
A standardized, MITRE ATT&CK–annotated dataset of post-login shell
attacks captured by Cowrie SSH/Telnet
honeypots across two collection periods — 2021–2022 and 2024. It pairs
attacker shell commands with real captured system responses, enabling both
longitudinal threat analysis and the training/evaluation of AI-driven honeypots.
This is the open-source release accompanying the paper “Unveiling Evolving
Threats: A Data Analysis… See the full description on the dataset page: https://huggingface.co/datasets/zyw-286/shell-attack-evolution-dataset.synthetic-gsm8k-evolutionary-405b
gretelai/synthetic-gsm8k-evolutionary-405b
This dataset is a synthetically generated version inspired by the GSM8K dataset, created entirely using Gretel Navigator with meta-llama/Meta-Llama-3.1-405B as the agent LLM. It contains Grade School-level reasoning tasks with step-by-step solutions, focusing on multi-step reasoning problems.
Key Features:
Synthetically Generated: Built using Gretel Navigator, leveraging evolutionary approach for diversity to create both the… See the full description on the dataset page: https://huggingface.co/datasets/gretelai/synthetic-gsm8k-evolutionary-405b.tabular-evolution-corpus
Tabular Evolution Corpus
Source, generator and validator:
github.com/AndreaBozzo/tabular-evolution-corpus.
This card is the README.md of the Hugging Face dataset repository; the
GitHub repository keeps its own README.
A small, deterministic corpus of Parquet datasets that change over time. Each
scenario is one logical dataset at two or more versions, with a manifest
that records what structurally changed and which row and value facts
hold across each transition. Every fact is… See the full description on the dataset page: https://huggingface.co/datasets/AndreaBozzo/tabular-evolution-corpus.ai-writing-evolutionary-dynamics
Evolutionary Dynamics of AI-Mediated Scientific Writing
Complete experimental logs and reproduction package.
Author: Arif Mohamed Khan Rabi AhamadAffiliation: School of Information Studies, Syracuse UniversityContact: arabiaha@syr.edu | ORCID: 0009-0001-0986-7570
Contents
Directory
Files
Description
logs/
0
Complete stdout from all experiments
figures/
91
All paper figures (PDF + PNG)
data/
17
Derived datasets (QTE matrices, Price components)… See the full description on the dataset page: https://huggingface.co/datasets/arifmohamedkhan/ai-writing-evolutionary-dynamics.evolution-of-the-soul
🧬 The Evolution of the Soul
Measuring Behavioral Drift in Self-Personalizing Autonomous Agents
What happens when an autonomous agent is allowed to rewrite its own identity document,
over and over, across conversations with different kinds of users?
🔍 What is this?
Modern agent frameworks maintain persistent, user-editable identity documents
(e.g. SOUL.md). This dataset captures the full experimental record of a study
of iterative… See the full description on the dataset page: https://huggingface.co/datasets/abhijit2k01/evolution-of-the-soul.douvras-algorithm-evolution-benchmark
Douvras Algorithm Evolution Benchmark v0.1
Synthetic candidate records with correctness, latency, memory and generation.
Candidates that fail correctness are invalid regardless of speed. It contains
48 records (32/8/8) across 12 workloads, split by workload.
Metrics are illustrative, not measured on real hardware. A real benchmark must
be run separately before claiming an optimization.
governed-skill-evolution
Governed Skill Evolution from Persistent Agent Experience
Prospective ablation and cross-model transfer study of three experience-retention conditions for governed Agent Skill evolution: no persistent history, flat chronological history, and a persistent Pattern Registry with a forward-chained Skill Impact Ledger.
Author: Song Luo
Version: 1.0.0
Source snapshot: d717c32396cfff1bef2800296541a70e9b4cabb8
Canonical repository: rrrrrredy/governed-skill-evolution
Zenodo:… See the full description on the dataset page: https://huggingface.co/datasets/RedinGhost/governed-skill-evolution.X-Teaming_Evolutionary_M2S
X-Teaming Evolutionary M2S: Automated Discovery of Multi-turn to Single-turn Jailbreak Templates
Paper: X-Teaming Evolutionary M2S: Automated Discovery of Multi-turn to Single-turn Jailbreak TemplatesarXiv: 2509.08729 [cs.CL]Accepted at: NeurIPS 2025 Workshop on LockLLMGitHub: M2S-x-teaming-pipeline-final
Dataset Description
This dataset contains the complete experimental results from our M2S (Multi-turn to Single-turn) template evolution pipeline, which uses… See the full description on the dataset page: https://huggingface.co/datasets/hyunjun1121/X-Teaming_Evolutionary_M2S.evolution-concept-development
Концепция развития. Нетривиальный взгляд на эволюцию / Concept of Development: A Non-Trivial Outlook on Evolution
Автор / Author: Владлен В.К. / Vladlen V.K.
Год / Year: 2022
Издательство / Publisher: Прометей (Москва)
ISBN: 978-5-00172-246-5
Лицензия / License: CC BY 4.0
RU — О датасете
Этот датасет содержит полный текст книги «Концепция развития. Нетривиальный взгляд на эволюцию» Владлена В.К., разбитый на 4 статьи. Книга излагает универсальный принцип… See the full description on the dataset page: https://huggingface.co/datasets/WladlenVK/evolution-concept-development.douvras-evolution-lab-constructions
Douvras Evolution Lab Constructions v0.1
Small, synthetic benchmark for the loop candidate → verifier → score.
Each problem is an eight-node cycle independent-set toy problem. The verifier
checks node range, uniqueness and absence of selected edges. The published
best_known_score is 3; a valid score of 4 is marked IMPROVED for this toy
family.
The dataset contains 54 records (36 train, 9 validation, 9 frozen test) across
six relabeled problem instances. Splitting is by… See the full description on the dataset page: https://huggingface.co/datasets/dougdotcon/douvras-evolution-lab-constructions.pythia-6.9b-deduped_weight_evolutionpythia-12b-deduped_weight_evolutionafrica-cote-d-ivoire-evolution-du-budget-de-l-etat-de-cote-d-ivoire-entre-2000-cd0d0531
Evolution Du Budget De L Etat De Cote D Ivoire Entre 2000 | Africa (Cote d'Ivoire DataFair)
24 rows - 1 Africa country/area - 2000-2023 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 24 rows from Cote d'Ivoire DataFair, covering Evolution Du Budget De L Etat De Cote D Ivoire Entre 2000. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-du-budget-de-l-etat-de-cote-d-ivoire-entre-2000-cd0d0531.Evolutionary
Evolutionary MSA Data
This repository contains precomputed evolutionary sequence-alignment data in an archive format that is practical to host and download from the Hub. The original file paths are preserved inside the tar shard, while metadata.csv gives a searchable index of every file.
The dataset is meant for workflows that need ready-to-use MSA/cache files without rebuilding them from sequence databases.
Contents
Component
Files
Size
msa_cache/
134,898… See the full description on the dataset page: https://huggingface.co/datasets/LiteFold/Evolutionary.africa-cote-d-ivoire-evolution-du-taux-d-inflation-prix-a-la-consommation-de-la-54071451
Evolution Du Taux D Inflation Prix a La Consommation De La | Africa (Cote d'Ivoire DataFair)
63 rows - 1 Africa country/area - 1961-2023 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 63 rows from Cote d'Ivoire DataFair, covering Evolution Du Taux D Inflation Prix a La Consommation De La. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-du-taux-d-inflation-prix-a-la-consommation-de-la-54071451.Evolution_Essay_Trumpafrica-cote-d-ivoire-evolution-des-creances-en-cote-d-ivoire-de-2004-a-2022-1930452c
Evolution Des Creances En Cote D Ivoire De 2004 a 2022 | Africa (Cote d'Ivoire DataFair)
19 rows - 1 Africa country/area - 2004-2022 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 19 rows from Cote d'Ivoire DataFair, covering Evolution Des Creances En Cote D Ivoire De 2004 a 2022. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-des-creances-en-cote-d-ivoire-de-2004-a-2022-1930452c.africa-cote-d-ivoire-evolution-de-la-population-ivoirienne-par-grands-groupes-e-54185db4
Evolution De La Population Ivoirienne Par Grands Groupes E | Africa (Cote d'Ivoire DataFair)
8 rows - 1 Africa country/area - 1975-2021 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 8 rows from Cote d'Ivoire DataFair, covering Evolution De La Population Ivoirienne Par Grands Groupes E. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-population-ivoirienne-par-grands-groupes-e-54185db4.Evolution_25k
Evolution_Archon_25k (Master Scholar)
Developer / Brand: Within Us AI
Evolution_Archon_25k is a 25,000-example dataset designed to train and evaluate master-scholar reasoning in evolutionary science (and adjacent evolutionary computation). Coverage emphasizes conceptual rigor, quantitative modeling, and research-grade methodology:
Population genetics (Hardy–Weinberg, selection, drift, fixation)
Quantitative genetics (heritability, breeder’s equation, response limits)
Molecular… See the full description on the dataset page: https://huggingface.co/datasets/WithinUsAI/Evolution_25k.evolutionary-origin-ontology
Licensing
The source text El hijo de José states that it is licensed under Creative Commons Attribution-NonCommercial(CC BY-NC). Commercial use of source-derived material requires explicit written permission from the rights holder.
Dataset Card for Evolutionary Origin Ontology
A high-density instruction-tuning corpus for mapping systemic human contradictions to ontological resolutions through the framework of Inversion, correct naming, captured life-energy… See the full description on the dataset page: https://huggingface.co/datasets/elhijodeJose/evolutionary-origin-ontology.pythia-2.8b-deduped_weight_evolutionafrica-evolution-of-malian-refugees-since-september-2012
Evolution of Malian refugees since September 2012 | Africa (original)
Size category: n<1K - Formats: parquet - Sector: governance_security - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-evolution-of-malian-refugees-since-september-2012.africa-senegal-evolution-des-anomalies-de-temperatures-minimales-de-1991-f209f19c
Evolution Des Anomalies De Temperatures Minimales De 1991 | Africa (ANACIM)
22,489 rows - 1 Africa country/area - 1991-2023 - 36 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 22,489 rows from ANACIM, covering Evolution Des Anomalies De Temperatures Minimales De 1991. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-senegal-evolution-des-anomalies-de-temperatures-minimales-de-1991-f209f19c.africa-cote-d-ivoire-evolution-de-la-population-des-villes-de-plus-de-100-000-h-b8d36539
Evolution De La Population Des Villes De Plus De 100 000 H | Africa (Cote d'Ivoire DataFair)
60 rows - 1 Africa country/area - 1975-2021 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 60 rows from Cote d'Ivoire DataFair, covering Evolution De La Population Des Villes De Plus De 100 000 H. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-population-des-villes-de-plus-de-100-000-h-b8d36539.africa-cote-d-ivoire-evolution-de-la-population-des-principales-villes-de-cote-543f188c
Evolution De La Population Des Principales Villes De Cote | Africa (Cote d'Ivoire DataFair)
10 rows - 1 Africa country/area - 1975-2021 - 2 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 10 rows from Cote d'Ivoire DataFair, covering Evolution De La Population Des Principales Villes De Cote. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-population-des-principales-villes-de-cote-543f188c.africa-cote-d-ivoire-evolution-de-la-production-nette-d-energie-electrique-de-l-c5ba4ba2
Evolution De La Production Nette D Energie Electrique De L | Africa (Cote d'Ivoire DataFair)
33 rows - 1 Africa country/area - 2008-2012 - 1 indicator - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 33 rows from Cote d'Ivoire DataFair, covering Evolution De La Production Nette D Energie Electrique De L. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-production-nette-d-energie-electrique-de-l-c5ba4ba2.africa-cote-d-ivoire-evolution-de-la-masse-monetaire-de-la-cote-d-ivoire-de-200-5ac55083
Evolution De La Masse Monetaire De La Cote D Ivoire De 200 | Africa (Cote d'Ivoire DataFair)
19 rows - 1 Africa country/area - 2004-2022 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 19 rows from Cote d'Ivoire DataFair, covering Evolution De La Masse Monetaire De La Cote D Ivoire De 200. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-masse-monetaire-de-la-cote-d-ivoire-de-200-5ac55083.ClaudioItaly__Evolutionstory-7B-v2.2-details
Dataset Card for Evaluation run of ClaudioItaly/Evolutionstory-7B-v2.2
Dataset automatically created during the evaluation run of model ClaudioItaly/Evolutionstory-7B-v2.2
The dataset is composed of 38 configuration(s), each one corresponding to one of the evaluated task.
The dataset has been created from 1 run(s). Each run can be found as a specific split in each configuration, the split being named using the timestamp of the run.The "train" split is always pointing to the latest… See the full description on the dataset page: https://huggingface.co/datasets/open-llm-leaderboard/ClaudioItaly__Evolutionstory-7B-v2.2-details.