datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
FutureOmni
FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs
Predicting the future requires listening as well as seeing.
📖 Dataset Summary
Although Multimodal Large Language Models (MLLMs) demonstrate strong omni-modal perception, their ability to forecast future events from audio–visual cues remains largely unexplored, as existing benchmarks focus mainly on retrospective understanding.
FutureOmni is the first benchmark designed… See the full description on the dataset page: https://huggingface.co/datasets/OpenMOSS-Team/FutureOmni.Multi-doc-2025
Dataset Card for Multi-Doc-2025
Dataset Summary
Multi-Doc-2025 is a financial question-answering benchmark built from SEC Form 10-K annual reports of S&P 500 companies. It is designed to evaluate retrieval-augmented generation (RAG) and financial QA systems under three reasoning settings that are not jointly covered by existing financial QA benchmarks: cross-company reasoning, cross-year reasoning, and hybrid-modal reasoning over both text and tables.
The dataset… See the full description on the dataset page: https://huggingface.co/datasets/Anonymous-Team-HC-RAG/Multi-doc-2025.TeachArena
TeachArena
TeachArena is a benchmark for evaluating AI tutoring agents across the full teaching
decision chain — from moment-to-moment tutoring dialogue, to pedagogical judgment on
packaged evidence, to multi-step teaching workflows grounded in a learning-management
system. It contains 354 tasks organized into three stages, a mock LMS environment
database, the agent policy documents, and the full scoring logic.
Why three stages
A capable teaching agent must both… See the full description on the dataset page: https://huggingface.co/datasets/CinderD/TeachArena.tplegacy-teachings
True Parents Legacy Teaching Archive
Digital archive of 3541 passages — sermons, speeches, prayers, and book excerpts by Sun Myung Moon (1920–2012) and Hak Ja Han Moon (1943–present), spanning 1946–2012.
Structure
Each record contains:
Field
Type
Description
id
string
URL slug (unique identifier)
title
string
Title of the sermon, speech, or passage
author
string
Speaker name
date
string
Publication date (YYYY-MM-DD)
year
string
Year only
tags… See the full description on the dataset page: https://huggingface.co/datasets/JonAuror/tplegacy-teachings.MMedBenchThis is a dataset repository made for the AISC class at Harvard Medical School. Please find the original dataset repository here: https://huggingface.co/datasets/Henrychur/MMedBench
MMedBench
💻Github Repo 🖨️arXiv Paper
The official benchmark for "Towards Building Multilingual Language Model for Medicine".
Introduction
This repo contains MMedBench, a comprehensive multilingual medical benchmark comprising 45,048 QA pairs for training and 8,518 QA pairs for testing.… See the full description on the dataset page: https://huggingface.co/datasets/aisc-team-c1/MMedBench.DAS-Mediacal-Red-Teaming-Data
DAS Medical Red-Teaming Test Suites
Accompanies the paper Beyond Benchmarks: Dynamic, Automatic and Systematic Red-Teaming Agents for Trustworthy Medical LLMs.
The data samples presented in this repo are used as the initial data seeds and can be mutated further upon requests. It is designed to stress-test Large Language Models (LLMs) in safety-critical medical domains, auditing along four critical axes: Robustness, Privacy, Bias/Fairness, and Hallucination.
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/JZPeterPan/DAS-Mediacal-Red-Teaming-Data.stage3-real-expansion-agent-teacher-separated-pilot
Teacher-Separated Expansion Agent Pilot
A 10-task inspection batch generated by Qwen3-235B-A22B-Instruct-2507 from real
CLAPNQ, PubMedQA, MAUD, ContractNLI, and FinQA source tasks.
The teacher-only trajectory-generation system prompt is recorded in
metadata/generation-manifest.json for auditability, but is absent from every
saved training trajectory. Each final messages list begins with the real
memory-wrapped task user message, followed by native assistant expand calls,
exact… See the full description on the dataset page: https://huggingface.co/datasets/leonli66/stage3-real-expansion-agent-teacher-separated-pilot.scas_verified_teacher_pool
SCAS Verified Teacher Answer Pool
This dataset provides an aligned, correctness-verified pool of
teacher-generated mathematical reasoning solutions for studying
student-centric data selection in distillation.
The release covers two source corpora, Hendrycks MATH and DeepScaleR. For each
corpus, we retain the subset of questions on which all nine selected teacher
models produce verified correct answers. Each retained question is paired with
nine alternative teacher solutions, one… See the full description on the dataset page: https://huggingface.co/datasets/Student-Centric-Answer-Sampling/scas_verified_teacher_pool.teach_aws
teach_aws — AWS Q&A in Bahasa Melayu (paraphrase-augmented)
Instruction-tuning data for answering AWS questions in Bahasa Melayu. Each row is a
(question, answer) chat pair ready for SFT (TRL/axolotl-compatible messages format).
Built from PixelSpaceAI/aws-malay-qa
(Apache-2.0):
Answers are verbatim from the source dataset — nothing was rewritten.
Rows are paraphrases only. Questions were paraphrased with a large language model
in two passes:
para_v1 — neutral paraphrases of… See the full description on the dataset page: https://huggingface.co/datasets/khursanirevo/teach_aws.MMedBenchThis is a dataset repository made for the AISC class at Harvard Medical School. Please find the original dataset repository here: https://huggingface.co/datasets/Henrychur/MMedBench
MMedBench
💻Github Repo 🖨️arXiv Paper
The official benchmark for "Towards Building Multilingual Language Model for Medicine".
Introduction
This repo contains MMedBench, a comprehensive multilingual medical benchmark comprising 45,048 QA pairs for training and 8,518 QA pairs for testing.… See the full description on the dataset page: https://huggingface.co/datasets/aisc-team-c2/MMedBench.lemonseed-teacher-sft
lemonseed-teacher-sft
LemonSeed — teacher-model SFT traces (multiple-choice vocabulary).
Contents
teacher_sft.jsonl (3333 rows)
Format
JSON Lines (.jsonl), one example per line.
Provenance
Synthetic, generated programmatically for the LemonSeed 1.5B project (by Geramy L. Loveless). Data authored by Michael Anthony Falabella.
cpa-tax-scenarios-2026
CPA Tax Scenarios 2026
768 CPA tax impact scenarios by income, loan, filing status.
Details
Records: 768
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
Data models calculating the after-tax cost of mortgage debt across purchase, refinance, divorce buyout, and reverse mortgage scenarios. Compares itemized vs. standard deduction ($30K… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/cpa-tax-scenarios-2026.divorce-mortgage-planning
Divorce Mortgage Planning
288 divorce mortgage scenarios: buyout, sell, new purchase, refinance.
Details
Records: 288
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
Proprietary CDLP-certified logic for spousal buyouts, distinguishing between 'Cash-Out' and 'Rate/Term' structures to maximize borrowing capacity under Fannie Mae… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/divorce-mortgage-planning.military-base-housing-2026
Military Base Housing 2026
Complete U.S. military installation directory with VA loan analysis, BAH ranges, and unit assignments.
Details
Records: 427
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, CVLS -- NMLS #504814
Publisher: Wendy Thompson Lending Team
Coverage
Installations: 427 across all 50 states + DC, Guam, Puerto Rico
Army: 129 (forts, depots, arsenals, training centers, proving grounds)
Air… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/military-base-housing-2026.alimony-rules-by-state-2026
Alimony Rules By State 2026
Alimony/spousal support rules for 13 states with mortgage impact.
Details
Records: 13
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
State-by-state alimony duration and calculation methods mapped to mortgage qualification impact. Shows how alimony income qualifies (or disqualifies) for FHA, VA, and… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/alimony-rules-by-state-2026.military-pcs-relocation-2026
Military PCS Relocation 2026
100+ PCS relocation routes between 20 military bases.
Details
Records: 114
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
Tactical PCS relocation data mapping base-to-base moves with housing market delta analysis. Shows BAH change impact, rent-vs-buy timing for typical PCS cycles (2-3 years), and VA loan… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/military-pcs-relocation-2026.trade-lifecycle-microstructure-v1
Trade Lifecycle & Market Microstructure Dataset v1
Dataset Summary
Trade Lifecycle & Market Microstructure Dataset v1 is a curated, expert-designed dataset focused on
market microstructure, trade lifecycle, clearing & settlement, corporate actions, surveillance,
and crypto AMM mechanics.
The dataset contains 100 high-quality training samples created by a former U.S. equities exchange
Market Operations analyst with real-world experience across:
U.S. equities… See the full description on the dataset page: https://huggingface.co/datasets/teachaifinance/trade-lifecycle-microstructure-v1.va-funding-fees-2026
VA Funding Fees 2026
44 VA funding fee scenarios with example calculations.
Details
Records: 44
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
2026 VA fee structures layered with CPA-verified disability waiver logic to calculate long-term equity preservation for disabled veterans. Shows exact fee amounts by usage type and down payment… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/va-funding-fees-2026.echidna-round7-teacher
echidna-round7-teacher
Echidna — round 7 teacher-authored examples.
Contents
round7_teacher.jsonl (20 rows)
Format
JSON Lines (.jsonl), one example per line.
Provenance
Original content for the Echidna RAG assistant (Michael Anthony Falabella).
bah-rates-2026
BAH Rates 2026
480 BAH rate records: 20 bases x 24 pay grade combinations.
Details
Records: 480
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
Complete BAH rate matrix cross-referenced with local housing costs to calculate 'BAH Coverage Ratio' — the percentage of PITI a service member's housing allowance covers at each base. Identifies… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/bah-rates-2026.data-teacher-seallms-v2234
Data Teacher SeaLLMs v1
Bộ dữ liệu chưng cất tri thức pháp luật Việt Nam từ mô hình SeaLLMs-v1.
Dùng cho bài toán huấn luyện SLM trong dự án thạc sĩ.
reverse-mortgage-scenarios
Reverse Mortgage Scenarios
260 HECM reverse mortgage scenarios by age, value, existing mortgage.
Details
Records: 260
Format: JSONL
License: CC-BY-4.0
Last Updated: March 2026
Verified By: Wendy Thompson, CPA, CDLP, NMLS #504814
Publisher: Wendy Thompson Lending Team
Thompson Alpha Logic
Integrates HUD Principal Limit Factor tables with Thompson 'Sequence of Returns' modeling to show how HECM line-of-credit access hedges 401(k) depletion during market… See the full description on the dataset page: https://huggingface.co/datasets/Wendy-Thompson-Lending-Team/reverse-mortgage-scenarios.data-teacher-seallms-v3
Data Teacher SeaLLMs v1
Bộ dữ liệu chưng cất tri thức pháp luật Việt Nam từ mô hình SeaLLMs-v1.
Dùng cho bài toán huấn luyện SLM trong dự án thạc sĩ.
