Neura Parse

Source-verified quantum and quantum-AI datasets for 2026 research workflows.

Neura Parse publishes multi-format datasets for supervised fine-tuning, evaluation, retrieval-augmented generation, code agents, and continued pretraining across quantum computing and quantum AI. The v3.1 portfolio is source-backed research data: every published row carries source_url provenance and is labeled source=neura-parse-research.

Explore 17 datasets
A broad quantum foundation plus deep verticals for algorithms, QML, hardware, error correction, simulation, networking, sensing, security, and more.

Load with datasets
Every repository exposes viewer-ready Parquet with explicit train/test splits and a shared schema across six record formats.

Verify provenance
Every row carries source_url, source, license, taxonomy, provenance, and quality fields for direct inspection.

Quick Start

pip install -U datasets

from datasets import load_dataset

ds = load_dataset("Neura-parse/quantum-computing", split="train")
row = ds[0]

print(row["record_type"], row["topic"])
print(row["source_url"])

Start Here

Path	Dataset
Broad foundation	`quantum-computing`
Algorithms and derivations	`advanced-quantum-algorithms`
Programming and compiled code	`quantum-compilation-and-programming`
Fault tolerance and QEC	`fault-tolerant-quantum-computing`
QML models and theory	`quantum-machine-learning-models` / `quantum-machine-learning-theory`
Hardware, devices, and validation	`quantum-hardware-device-physics` / `quantum-error-mitigation-and-benchmarking`

2026 Portfolio

Metric	Value
Public datasets	17
Total rows	1,891,534
Train / test rows	1,702,036 / 189,498
Minimum rows per dataset	105,928
Taxonomy coverage	375 topics across 94 categories
Unique source URLs checked	697
Bad source URLs in final audit	0
arXiv identifiers verified	513
Fabricated arXiv identifiers	0
Code records compiled	177,532
Code compile failures	0

Record Formats

Format	Rows
`qa_open`	581,538
`qa_mcq`	519,420
`instruction`	403,723
`concept`	205,530
`code`	177,532
`corpus`	3,791

Source Verification

Every v3.1 dataset card exposes the same provenance contract:

source_url on every published row.
source=neura-parse-research across the release.
provenance.method retained for curated and hybrid research rows.
Schema, taxonomy-fit, deduplication, active-source, arXiv-ID, and code checks applied during the release pipeline.
Release labels are normalized to source-backed Neura Parse research provenance.

Choose a Dataset

Need	Start here
Broad quantum-computing coverage	`quantum-computing`
Derivations, QSVT, block encodings, Hamiltonian simulation	`advanced-quantum-algorithms`
Quantum software, compilation, routing, executable code	`quantum-compilation-and-programming`
QEC, decoders, magic states, logical resources	`fault-tolerant-quantum-computing`
QML models and code-heavy model workflows	`quantum-machine-learning-models`
QML theory, trainability, generalization	`quantum-machine-learning-theory`
Hardware, calibration, device physics	`quantum-hardware-device-physics`
Networking, repeaters, distributed systems	`quantum-networking-and-distributed`
Security, QKD, post-quantum cryptography	`quantum-cryptography-and-post-quantum-security`
Sensing, metrology, Fisher information	`quantum-sensing-and-metrology`
Chemistry, materials, simulation workflows	`quantum-simulation-chemistry-materials`
Topological phases, anyons, Majorana systems	`topological-quantum-computing`

Dataset Family

Dataset	Rows	Focus
advanced-quantum-algorithms	105,928	QSVT, block encodings, Hamiltonian simulation, amplitude estimation, and resource analysis.
ai-for-quantum	113,007	ML, RL, and LLM/agent methods for decoding, control, characterization, calibration, and software.
bosonic-photonic-quantum-computing	110,330	Continuous-variable, bosonic, and photonic quantum computing.
fault-tolerant-quantum-computing	109,594	QEC codes, decoders, magic states, logical gates, and resource estimation.
quantum-compilation-and-programming	115,025	Quantum programming, compilation, routing, optimization, verification, and tooling.
quantum-computing	117,041	Broad quantum coverage across theory, hardware, software, algorithms, and QML.
quantum-cryptography-and-post-quantum-security	106,488	QKD, quantum cryptography, quantum attacks, and post-quantum security.
quantum-error-mitigation-and-benchmarking	113,440	Error mitigation, characterization, tomography, randomized benchmarking, and NISQ validation.
quantum-hardware-device-physics	106,181	Qubit design, coherence, noise, control, cryogenics, packaging, and scaling.
quantum-information-and-complexity-theory	108,984	Channels, entropies, entanglement, complexity classes, and advantage theory.
quantum-machine-learning-models	115,429	Encodings, kernels, variational classifiers, QNNs, generative models, and deep QML.
quantum-machine-learning-theory	109,283	Trainability, barren plateaus, generalization, quantum data, and sample complexity.
quantum-networking-and-distributed	109,501	Entanglement distribution, repeaters, protocols, distributed computing, and modular systems.
quantum-optimization	113,986	QAOA, annealing, adiabatic methods, Ising/QUBO mappings, finance, and advantage analysis.
quantum-sensing-and-metrology	112,220	Fisher information, Heisenberg scaling, clocks, magnetometry, interferometry, and sensor networks.
quantum-simulation-chemistry-materials	114,656	Chemistry and materials simulation, encodings, VQE, QPE, dynamics, and Hamiltonian workflows.
topological-quantum-computing	110,441	Anyons, topological phases, braiding, Majorana modes, TQFT, and topological architectures.