datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
SWE-PolyBench_Verified
SWE-PolyBench
SWE-PolyBench is a multi language repo level software engineering benchmark. Currently it includes 4 languages: Python, Java, Javascript, and Typescript. The number of instances in the verified split is:
Javascript: 100
Typescript: 100
Python: 113
Java: 69
Datasets
There are total three datasets available under SWE-PolyBench. AmazonScience/SWE-PolyBench is the full dataset, AmazonScience/SWE-PolyBench_500 is the stratified sampled dataset with 500 instances… See the full description on the dataset page: https://huggingface.co/datasets/AmazonScience/SWE-PolyBench_Verified.bitaudit_verification_dataset_v2bitaudit_verification_dataset
Dataset Card for Dataset Name
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
Curated by: [More Information Needed]
Funded by [optional]: [More Information Needed]
Shared by [optional]: [More Information Needed]
Language(s) (NLP): [More Information Needed]
License: [More Information Needed]
Dataset Sources [optional]
Repository: [More… See the full description on the dataset page: https://huggingface.co/datasets/3it/bitaudit_verification_dataset.scientific-verification
Scientific Verification Benchmark: NMC Cathodes
Dataset summary
The benchmark contains 50 scientific claims about NMC (lithium nickel manganese cobalt oxide) battery cathodes. Each claim is answered by Claude Opus 5, GPT 5.6 Luna and Gemini 3.1 Pro using a set of 20 open-access papers, producing 150 scored answers. The accompanying reference set contains 1,991 experiment-grounded measurements curated from 227 open-access papers, with experimental conditions and… See the full description on the dataset page: https://huggingface.co/datasets/GenData-Research/scientific-verification.nli-veridicality-transitivity@inproceedings{yanaka-etal-2021-exploring,
title = "Exploring Transitivity in Neural {NLI} Models through Veridicality",
author = "Yanaka, Hitomi and
Mineshima, Koji and
Inui, Kentaro",
booktitle = "Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume",
year = "2021",
pages = "920--934",
}
SWE-bench_Verified_With_AnnotationsSWEbench-Verified-eval150-u355-M2.7-orch-cost-20260923
Fixed Solo350 u355 + MiniMax-M2.7: orchestration cost study
Best observed cost tradeoff: compact coordinator decisions plus soft review at the existing hard limit (at most 12 worker turns). M2.7 metered token cost falls 59.3%, while mean solved tasks decrease from 90.00 to 87.67/150. Accuracy equivalence was not established.
This closed study contains 6 designs and 16 complete independent runs on the same 150 tasks (2400 scored task/run pairs), each with an independent audit.… See the full description on the dataset page: https://huggingface.co/datasets/CharlieLLL/SWEbench-Verified-eval150-u355-M2.7-orch-cost-20260923.SWE-bench_Verified_SmallSWEbench-Verified-eval150-M2.7-Qwen3.5-9B-orch-7arms-2repeats-w32-20260920
SWE-bench Verified eval150 — M2.7 × Qwen3.5-9B, seven arms, two repeats, 32 concurrency
Campaign 2026-09-20. 14/14 independent full150 runs audited. Complete accuracy evidence.
Evaluation mode is orch: MiniMax-M2.7 orchestrator and the specified Qwen3.5-9B worker. Training mode is labeled independently. All runs use 32 concurrent episodes, 10GiB Docker sandboxes, four TP1 workers and one TP4/EP4 coordinator. Frozen regression-gated prompts, decoding and canonical verifier match… See the full description on the dataset page: https://huggingface.co/datasets/CharlieLLL/SWEbench-Verified-eval150-M2.7-Qwen3.5-9B-orch-7arms-2repeats-w32-20260920.vox1-veri-full
VoxCeleb 1
VoxCeleb1 contains over 100,000 utterances for 1,251 celebrities, extracted from videos uploaded to YouTube.
Verification Split
train
validation
test
# of speakers
1211
1211
40
# of samples
133777
14865
4874
References
https://www.robots.ox.ac.uk/~vgg/data/voxceleb/vox1.html
SciFact_VerifAI
Dataset Details
Dataset Description
Curated by: [More Information Needed]
Funded by [optional]: [More Information Needed]
Shared by [optional]: [More Information Needed]
Language(s) (NLP): [More Information Needed]
License: a
Dataset Sources [optional]
Repository: [More Information Needed]
Paper [optional]: [More Information Needed]
Demo [optional]: [More Information Needed]
Uses
Dataset Structure
[More Information Needed]… See the full description on the dataset page: https://huggingface.co/datasets/MilosKosRad/SciFact_VerifAI.arch-verifier-grounding-264
Verifier grounding study (264 graphs)
Clean reference architectures plus systematically corrupted variants (broken attention head divisibility, linear width mismatches, severed connections), each built as a real PyTorch model and run on a GPU. Every row pairs the static verifier verdict with what actually happened at runtime: whether the module constructed, whether the forward pass survived, whether training made progress, and the initial and final loss. 264 graphs, two seeds… See the full description on the dataset page: https://huggingface.co/datasets/neurarch-ai/arch-verifier-grounding-264.verify-or-trust
Verify-or-Trust — benchmark data
Data artifacts for the Verify-or-Trust benchmark: does an LLM
correctly allocate verification when orchestrating a fallible biology foundation model? The harness (code,
Apache-2.0) lives on GitHub; this dataset hosts the inputs it consumes.
At a glance
Field
Value
Primary artifact
substrates/gears_norman.csv
Dataset rows
4,008 decidable (perturbation, gene) edges
Live-verification asset
cells/norman_subset.h5ad with… See the full description on the dataset page: https://huggingface.co/datasets/jang1563/verify-or-trust.verification-bandwidth-derived-results
Verification Bandwidth Under Correlated Evaluators — derived results
Derived numerical results for the paper Verification Bandwidth Under Correlated Evaluators: What an Effective-Sample-Size Statistic Measures in an Acceptance Cascade.
Paper concept DOI: 10.5281/zenodo.21891435
Paper version DOI (v1.0.0): 10.5281/zenodo.21891436
Code: github.com/spectralbranding/orgschema-papers/tree/main/verification-bandwidth/code
This dataset's DOI: 10.57967/hf/9953
What this is… See the full description on the dataset page: https://huggingface.co/datasets/spectralbranding/verification-bandwidth-derived-results.vox2-veri-full
VoxCeleb 2
VoxCeleb2 contains over 1 million utterances for 6,112 celebrities, extracted from videos uploaded to YouTube.
Verification Split
train
validation
test
# of speakers
5,994
5,994
118
# of samples
982,808
109,201
36,237
Data Fields
ID (string): The ID of the sample with format <spk_id--utt_id_start_stop>.
duration (float64): The duration of the segment in seconds.
wav (string): The filepath of the waveform.
start (int64): The… See the full description on the dataset page: https://huggingface.co/datasets/yangwang825/vox2-veri-full.Weathervox2-veri-3s
VoxCeleb 2
VoxCeleb2 contains over 1 million utterances for 6,112 celebrities, extracted from videos uploaded to YouTube.
Verification Split
train
validation
test
# of speakers
5,994
5,994
118
# of samples
982,808
109,201
36,237
Data Fields
ID (string): The ID of the sample with format <spk_id--utt_id_start_stop>.
duration (float64): The duration of the segment in seconds.
wav (string): The filepath of the waveform.
start (int64): The… See the full description on the dataset page: https://huggingface.co/datasets/yangwang825/vox2-veri-3s.restaurant-verified-email-access-in-columbus-ohio-us-173432
Restaurant Verified Email Access in Columbus, Ohio, US
Free sample dataset from BeamStation
Restaurant Verified Email Access in Columbus, Ohio, US
This dataset provides weekly‑verified email addresses for 665 established, independent restaurants (or micro‑chains) located in Columbus, Ohio. Large chain enterprises are excluded, ensuring the list focuses on independent operators. Each record includes a validated email address that has undergone our proprietary verification… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-columbus-ohio-us-173432.ceo-quotes-verified-sample
🎙️ CEO Transcripts — Verified Executive Interviews
The World's Largest Database of Verified C-Suite Transcripts
20,000+ Executives · 100,000+ Transcripts · 400,000+ Quotes · S&P 500 + NASDAQ + Global Leaders
🔥 What's In This Sample?
This is a free evaluation sample from CEOInterviews.ai featuring 9 of the most market-moving voices in finance, tech, and policy.
Executive
Role
Why They Matter
Jensen Huang
CEO, NVIDIA
Every AI… See the full description on the dataset page: https://huggingface.co/datasets/codelucas/ceo-quotes-verified-sample.vox1-veri-3s
VoxCeleb 1
VoxCeleb1 contains over 100,000 utterances for 1,251 celebrities, extracted from videos uploaded to YouTube.
Verification Split
train
validation
test
# of speakers
1211
1211
40
# of samples
299246
33672
4874
References
https://www.robots.ox.ac.uk/~vgg/data/voxceleb/vox1.html
verify_dataset
Dataset Card for Dataset Name
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
Curated by: [More Information Needed]
Funded by [optional]: [More Information Needed]
Shared by [optional]: [More Information Needed]
Language(s) (NLP): [More Information Needed]
License: [More Information Needed]
Dataset Sources [optional]
Repository: [More… See the full description on the dataset page: https://huggingface.co/datasets/Sora013/verify_dataset.restaurant-verified-email-access-in-virginia-beach-virginia-us-262870
Restaurant Verified Email Access in Virginia Beach, Virginia, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
Weekly verified, high-deliverability emails.
Only for established, independent restaurants (or micro-chains) – large chain enterprises excluded.
Weekly email verification and detailed analysis via our proprietary infrastructure.
Business activity validated by an "Active Heartbeat" signal.
This dataset contains 328 records of restaurant{… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-virginia-beach-virginia-us-262870.restaurant-verified-email-access-in-sacramento-california-us-567286
Restaurant Verified Email Access in Sacramento, California, US
Free sample dataset from BeamStation
Restaurant Verified Email Access in Sacramento, California, US provides a curated list of 413 verified email addresses for independent restaurants and micro‑chains operating in the Sacramento area. Updated on a weekly basis, the dataset excludes large chain enterprises and focuses solely on establishments that demonstrate an active business heartbeat, ensuring high deliverability and… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-sacramento-california-us-567286.aiwithcagri_trkiye-bankaclk-rnleri-ve-kullanm-veri-seti
Türkiye Bankacılık Ürünleri ve Kullanımı Veri Seti
Türkiye 2026 Sentetik Bankacılık ve Kredi Kartı Davranışları Veri Seti
Dataset Info
Source: Kaggle
Original Size: 2.48 MB
Kaggle Downloads: 60
Files: 1
Files
turkiye_2026_bankacilik_verisi.csv
Mirrored from Kaggle
restaurant-verified-email-access-in-san-antonio-texas-us-113773
Restaurant Verified Email Access in San Antonio, Texas, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
Weekly verified, high-deliverability emails.
Only for established, independent restaurants (or micro-chains) – large chain enterprises excluded.
Weekly email verification and detailed analysis via our proprietary infrastructure.
Business activity validated by an "Active Heartbeat" signal.
This dataset contains 917 records of verified email contacts for… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-san-antonio-texas-us-113773.restaurant-verified-email-access-in-seattle-washington-us-342899
Restaurant Verified Email Access in Seattle, Washington, US
Free sample dataset from BeamStation
Restaurant Verified Email Access in Seattle, Washington, US provides weekly updated, deliverability‑checked email addresses for 858 independent restaurants and micro‑chains operating in the Seattle area. Each record includes a verified email address, an "Active Heartbeat" signal that confirms ongoing business activity, and additional metadata that helps users assess deliverability and… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-seattle-washington-us-342899.restaurant-verified-email-access-in-san-antonio-texas-us-113773-113773
Restaurant Verified Email Access in San Antonio, Texas, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
Weekly verified, high‑deliverability emails.
Only for established, independent restaurants (or micro‑chains) – large chain enterprises excluded.
Weekly email verification and detailed analysis via our proprietary infrastructure.
Business activity validated by an "Active Heartbeat" signal.
This dataset contains 889 records of restaurant contacts located in San… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-san-antonio-texas-us-113773-113773.qwen_2.5_7b_soln_gpt_4o_verifyapple-upgrade-answer-verification-pack
Apple Upgrade Answer Verification Pack
Direct answer: A trustworthy Apple Upgrade answer should be reproducible from five evidence layers: the current official program page, the current how-to page, the customer's Klarna disclosure, the customer's payment and return records, and a dated calculation showing what is known, excluded, and unresolved.
This dataset is a schema and blank verification template. It contains no customer records and no live offer. It is designed for… See the full description on the dataset page: https://huggingface.co/datasets/steven1306/apple-upgrade-answer-verification-pack.restaurant-verified-email-access-in-oklahoma-city-oklahoma-us-153542
Restaurant Verified Email Access in Oklahoma City, Oklahoma, US
Free sample dataset from BeamStation
--Reach Independent Inboxes--
Weekly verified, high-deliverability emails.
This dataset contains 389 verified email addresses for established, independent restaurants and micro‑chains located in Oklahoma City, Oklahoma, US. Large chain enterprises are excluded to focus on genuine local eateries. Each record is refreshed on a weekly basis using proprietary verification infrastructure… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/restaurant-verified-email-access-in-oklahoma-city-oklahoma-us-153542.
