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Neura-parse/topological-quantum-computing
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Neura-parse/quantum-simulation-chemistry-materials
neuraparse  updated a dataset about 6 hours ago
Neura-parse/quantum-sensing-and-metrology
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Neura Parse

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

datasets rows source license

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.

Links

Collections 1

Neura Parse Quantum
2026 source-verified quantum/quantum-AI portfolio: 17 datasets, 1.89M rows, source_url provenance, arXiv/code checks.
Neura Parse Quantum
2026 source-verified quantum/quantum-AI portfolio: 17 datasets, 1.89M rows, source_url provenance, arXiv/code checks.

models 0

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