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1. What is Action Research for Classroom Teachers?
1. What is Action Research for Classroom Teachers? ESSENTIAL QUESTIONS • What is the nature of action research? • How does action research develop in the classroom? • What models of action research work best for your classroom? • What are the epistemological, ontological, theoretical underpinnings of action research? E...
2. Action Research as a Process for Professional Learning and Leadership
2. Action Research as a Process for Professional Learning and Leadership ESSENTIAL QUESTIONS • What is the role of action research in professional learning and leadership? • What are the educational contexts that action research takes place? • What are the critiques of action research as a methodology? • What are the b...
3. Planning Your Research: Reviewing the Literature and Developing Questions
3. Planning Your Research: Reviewing the Literature and Developing Questions ESSENTIAL QUESTIONS • What is relevant literature? What are the best ways to find it? • What are the best ways to organize your relevant literature? • What are the intended outcomes of reviewing your relevant literature? Nearly all research be...
4. Preparing for Action Research in the Classroom: Practical Issues
4. Preparing for Action Research in the Classroom: Practical Issues ESSENTIAL QUESTIONS • What sort of considerations are necessary to take action in your educational context? • How do you facilitate an action plan without disrupting your teaching? • How do you respond when the unplanned happens during data collection?...
5. Collecting Data in Your Classroom
5. Collecting Data in Your Classroom ESSENTIAL QUESTIONS • What sort of methodological considerations are necessary to collect data in your educational context? • What methods of data collection will be most effective for your study? • What are the affordances and limitations associated with your data collection method...
6. Analyzing Data from Your Classroom
6. Analyzing Data from Your Classroom ESSENTIAL QUESTIONS • What are the best ways to organize and analyze your data? • What methods of data analysis will be most effective for your study? • What claims can you make after analyzing your data? • How do your claims contribute to the knowledge base? You’ve determined the ...
7. Let it Be Known! Sharing your Results
7. Let it Be Known! Sharing your Results ESSENTIAL QUESTIONS • What are the best ways to share my findings? • Why should I share my work at a conference? • What are the key components of a report detailing your findings? Many action researchers are not expected to share their findings or produce written reports, yet it...
8. The Action Research Process from a High School ELA Teacher’s Perspective
8. The Action Research Process from a High School ELA Teacher’s Perspective Things to Think About This chapter will provide a vignette of a one teachers use of action research in her (Jobe) classroom. Her vignette will also illustrate important aspects of the action research process and link back to those aspects in th...

SearchTome

SearchTome is a structure-aware retrieval benchmark spanning six domains. Each domain provides a corpus drawn from a single open-access textbook and synthetically generated query/answer pairs split into train / dev / test. It accompanies the STAIR (STructure-Aware Information Retriever) work.

Dataset structure

Two config types per domain:

  • <domain>_corpus — one corpus split, records: {title, content}. title is the document identifier.
  • <domain>_queries — train / dev / test splits, records: {query_id, query, gold_doc_title, answer}. query_id is a 0-based index within each file. gold_doc_title is the relevant document and matches a corpus title exactly (verified at build time). answer is the synthetic answer.

Domains: education, finance, law, medicine, natural_sciences, social_sciences.

Corpus titles are unique within each domain (verified at build time), so each query's gold_doc_title resolves to exactly one document.

Sizes

Domain Corpus docs Train Dev Test
education 8 308 86 437
finance 86 940 180 1214
law 47 591 152 820
medicine 121 1473 346 1996
natural_sciences 34 435 94 579
social_sciences 117 658 198 959

Loading

from datasets import load_dataset

# corpus for one domain
corpus = load_dataset("meghanadh/SearchTome", "medicine_corpus", split="corpus")

# question split for one domain
test = load_dataset("meghanadh/SearchTome", "medicine_queries", split="test")

# map a query to its gold document
title_to_doc = {row["title"]: row["content"] for row in corpus}
gold = title_to_doc[test[0]["gold_doc_title"]]

Source corpora & attribution

Each corpus is derived from an open-access textbook. Attribution is required under both CC BY and CC BY-SA. Two sources (finance, social_sciences) are ShareAlike, which is why the whole release is distributed under Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0).

Domain Source textbook Author(s) Publisher Original license
education Action Research J. Spencer Clark; Suzanne Porath; Julie Thiele; Morgan Jobe New Prairie Press, Kansas State University (2020) CC BY 4.0
finance Principles of Financial Accounting Christine Jonick University of North Georgia Press (2017) CC BY-SA 4.0
law Introduction to Intellectual Property OpenStax OpenStax, Rice University (2021) CC BY 4.0
medicine Nursing Assistant Open RN, Chippewa Valley Technical College WisTech Open (2023) CC BY 4.0
natural_sciences Introduction to Soil Science Amber Anderson; Rivka Fidel Iowa State University Digital Press (2023) CC BY 4.0
social_sciences Foundations of Aural Skills Timothy Chenette Utah Education Network (UEN) (2022) CC BY-SA 4.0

License

The whole release — corpora and synthetically generated questions — is licensed under Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) (https://creativecommons.org/licenses/by-sa/4.0/).

CC BY-SA is the only single license compatible with all six source textbooks: the four CC BY sources may be redistributed under CC BY-SA, and the two CC BY-SA sources require it. You must retain the attributions above and share derivatives under the same license.

Citation

@misc{searchtome,
  title        = {SearchTome: A Structure-Aware Multi-Domain Retrieval Benchmark},
  author       = {Kumar, Vineet and Pulivarthi, Meghanadh and Kumar, Vishwajeet and Sen, Jaydeep and Bhat, Riyaz Ahmad and Joshi, Sachindra},
  year         = {2026},
  howpublished = {\url{https://huggingface.co/datasets/meghanadh/SearchTome}},
  note         = {Corpora derived from open textbooks; see attribution table}
}
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