category stringclasses 15
values | context stringlengths 1.34k 143k | question stringlengths 75 285 | answer stringlengths 80 559 |
|---|---|---|---|
agriculture | %IMAGE_DESCRIPTION: University of California Davis - Viticulture & Enology%
%IMAGE_DESCRIPTION: TRELLIS ALLIANCE U.C.DAVIS%
## Title: **“Research on 2-methoxy-3-isobutylpyrazine in grapes and wines”**
By: Dominique Roujou De Boubee
School of Enology, University of Bordeaux II. Unpublished.
Pyrazines are nitrog... | What IBMP detection threshold did researchers find in Bordeaux-type red wine, and which single winery technique effectively reduced IBMP in red musts in their trials? | Using a trained panel, they found the IBMP detection threshold in Bordeaux-type red wine is 15 ng/l. Thermovinification was the only winemaking technique that decreased IBMP concentrations in their red-wine trials, attributed to methoxypyrazine volatilization at 50°C. |
education | ||||**ATM S 2021-2022 Teaching Schedule**|**ATM S 2021-2022 Teaching Schedule**|**ATM S 2021-2022 Teaching Schedule**|**ATM S 2021-2022 Teaching Schedule**|**ATM S 2021-2022 Teaching Schedule**|**ATM S 2021-2022 Teaching Schedule**|
|---|---|---|---|---|---|---|---|---|
||||||||||
|**Autumn 2021**|||**Winter 2022**|||*... | Who is scheduled to teach ATM S 101 Weather in Autumn 2021 and Winter 2022, and who teaches 103 Hurricanes & Thunderstorms in Spring 2022? | In Autumn 2021, 101 Weather is taught by Mass; in Winter 2022 it is taught by Hakim; and in Spring 2022, 103 Hurricanes & Thunderstorms is taught by Anderson-Frey. |
education | ## **Do Nevadans Prioritize Early Childhood Education?**
%IMAGE_DESCRIPTION: A group of children and adults of various ethnicities and ages holding a white sign with the text "Learn. Educate. Change."%
## **An Opinion Poll on Early Childhood Education in the State of Nevada**
**This report was prepared by the Neva... | In the 2015 Nevada early childhood education opinion poll of 384 adults, what share of respondents agreed ECE affects later success, and what did they identify as the biggest barrier to accessing ECE? | 96.6% agreed that early childhood education has an impact on a child’s ability to be successful later in life. Cost was perceived as the biggest barrier to accessing ECE, cited by 43.7% of respondents, followed by availability/location at 20.3%. |
education | %IMAGE_DESCRIPTION: Ofsted%
## **Fareacres Day Nursery**
Inspection report for early years provision
**Unique Reference Number** EY248647 **Inspection date** 19 September 2006 **Inspector** Jill Dawn Butler **Setting Address** 1 Chelmsford Road, South Woodford, London, E18 2PW **Telephone number** 02085053248 **E-... | What overall judgements did Ofsted make for Fareacres Day Nursery at the 19 September 2006 inspection, and what were the setting’s capacity and staffing numbers? | The quality and standards of care were judged good (meeting National Standards for under 8s day care and childminding), while the quality and standards of nursery education were satisfactory. A maximum of 30 children may attend at any one time; there were then 47 children on roll (nine funded for nursery education), an... |
education | ## **LEARNING SIMULATION THROUGH TEAM PROJECTS**
Department of Industrial and Operations Engineering 1205 Beal Avenue The University of Michigan Ann Arbor, MI 48109, U.S.A.
## **ABSTRACT**
For several years, team projects have been an integral part of the simulation course at the department of Industrial and Oper... | In the University of Michigan Industrial and Operations Engineering simulation course team-project study, what conditions from cooperative-learning research did the authors emphasize, and how did Winter 2005 students rate liking the team project? | The authors structure projects around Johnson, Johnson, and Smith’s five conditions for successful cooperative learning: positive interdependence, individual accountability, face-to-face promotive interaction, appropriate use of collaborative skills, and group processing. In a Winter 2005 survey, a vast majority of stu... |
education |
## **2021 -2022 School Year**
## **Maricopa Institute of Technology Bus Schedule**
**Bus stop are approximate times. Students should arrive at bus stop 10 minutes prior.**
## **South Route Bus # 2 Driver: Sergio Perez**
|**Bus Stops**|**Pick up**|**Drop of**|**Early Release**|
|---|---|---|---|
|1-40th Ave. /... | What are the morning pick-up and regular drop-off times for the South Route Bus #2 stop at 40th Ave. / W Hadley, and who is the driver? | Pick-up is at 7:10 a.m. and regular drop-off is at 3:17 p.m. The driver is Sergio Perez. |
education | # **AN ACTION TO PROMOTE GENDER DIVERSITY IN SCIENCE: “SCIENCES, UN METIER[´] DE FEMMES!”**
I. Vauglin[1] and S. Thiault[2]
**Abstract.** In March 2017 and 2018, on the International Women’s Day, March 8, we have organized the event _“Sciences, un m´etier de femmes!”_ , exclusively dedicated to high school girls, i... | How many high school girls attended the “Sciences, un métier de femmes!” events in Lyon in 2017 and 2018, and from how many high schools did they come each year? | In 2017, 311 girls from 10 high schools in the Académie de Lyon attended (at the Musée des Confluences). In 2018, 465 girls from 15 high schools attended (at ENS), and about a third of applicants had to be refused. |
education | ## When the American Dream Stops: New Challenges after DACA for ELT University Students in Mexico
Rosalina Domínguez Ángel[1]
1 Refugio Nava Nava, María Cristina Castro Azuara, Universidad Autónoma de Tlaxcala, Mexcio
Correspondence: Rosalina Domínguez Ángel, Refugio Nava Nava, María Cristina Castro Azuara, Unive... | How many students participated in the Autonomous University of Tlaxcala study of returnees in language programs, what share were in Language Teaching, and what gender split was reported? | The exploratory study included 26 voluntary participants; 84% were enrolled in the Language Teaching program and 16% in Modern Applied Languages. Of the total, 42.3% (11) were male and 57.7% (15) were female. |
employment | ## **Island Enterprises Retail LLC Job Description**
**Position:** Bud Tender – Part Time **Date** : July 7, 2021 **Hourly Rate** : $13.69 **Reports to** : Store Manager **Position Opens:** July 12, 2021 **Position Closes:** July 23, 2021
**SUMMARY:** The employee occupying this position will be required to perform... | What is the hourly pay for the Island Enterprises Retail LLC Bud Tender part-time position, and what are the position open and close dates? | The hourly rate is $13.69. The position opens July 12, 2021, and closes July 23, 2021. |
employment | "%IMAGE_DESCRIPTION: Chicken Farmers of Ontario%\n\n## 5. Roles & Responsibilities of Directors & (...TRUNCATED) | "According to Chicken Farmers of Ontario’s roles and responsibilities document, when does the Boar(...TRUNCATED) | "If required, the Chair only votes to break a tie. Each Director participates in the Board’s stewa(...TRUNCATED) |
End of preview. Expand in Data Studio
RAGmix
RAGmix is a heterogeneous, multi-domain evaluation dataset for Retrieval-Augmented Generation (RAG) systems.
It mixes real-world document styles—policies, meeting minutes, clinical and scientific text, financial disclosures, job postings, and more—so models can be tested outside a single vertical. Each example pairs a full source document with one grounded question and a reference answer.
Source PDFs were obtained from Digital Corpora and converted to markdown for this release. This is a test-only split (100 examples).
How the data was built
- Documents — Heterogeneous PDFs were downloaded from Digital Corpora, a public repository of digital corpora for forensics education and research, and converted to markdown (OCR/layout-aware parsing with image analysis where needed).
- Questions — One evaluation question per document, targeting specific, document-grounded facts (dates, amounts, requirements, findings, procedures).
- Answers — Short reference answers written from the same document only (no external knowledge required for the gold answer).
- Categories — Manual topic labels for multi-domain analysis.
from datasets import load_dataset
rag_dataset = load_dataset("iam-tsr/ragmix")
Limitations
- Small scale (100 examples); statistical significance is limited.
- One question per document; does not cover multi-hop or multi-document reasoning.
- Documents vary widely in length and quality (OCR/markdown artifacts may remain).
- Categories are coarse; some documents sit near domain boundaries.
- English only.
- Reference answers are human-written summaries of document facts; alternative phrasings may also be correct.
Ethical considerations
- Document texts originate from third-party PDFs hosted via Digital Corpora; treat redistribution of full text carefully under applicable rights and Digital Corpora’s terms.
- Some documents touch sensitive topics (health, religion, legal enforcement). Prefer evaluation / research use.
- Do not treat answers as professional medical, legal, or financial advice.
Citation
@misc{ragmix,
title = {RAGmix: A Heterogeneous Multi-Domain Dataset for RAG Evaluation},
author = {Tushar Soni},
year = {2026},
howpublished = {Hugging Face Datasets},
note = {Test split, 100 document-grounded QA examples. Source PDFs from Digital Corpora (https://digitalcorpora.org/).}
}
@misc{digitalcorpora,
title = {Digital Corpora},
author = {Garfinkel, Simson L. and others},
howpublished = {\url{https://digitalcorpora.org/}},
note = {Public digital corpora for education and research}
}
License
This public extract is made available under Apache license 2.0. Users should also abide to the Digital Corpora.
Changelog
- v0.1 — Initial test release: 100 examples, 15 categories.
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