- An illustration of two photographs. List of non-graduate students connected with Amherst College, 1822-1871 by Amherst College. Publication date 1871 Topics Amherst College, genealogy. SINGLE PAGE ORIGINAL JP2 TAR download. Download 1 file.
- Resources for Applying to CS Graduate Programs. When applying to graduate school, my main thesis was set in two parts: (1) the program had to be a top program (top 25 or so) in CS (2) there had to be at least 2-3 professors that I was interested in working with in the department.
College management software is a comprehensive ERP software solution that eliminates the trouble of executing administrative and academic activities of colleges manually. This incredible piece of educational technology also eliminates the need for doing repetitive tasks and managing paper-based files to help create a paperless work environment. ETABS is the ultimate integrated software package for the structural analysis and design of buildings. Incorporating 40 years of continuous research and development, this latest ETABS offers unmatched 3D object based modeling and visualization tools, blazingly fast linear and nonlinear analytical power, sophisticated and comprehensive design capabilities for a wide. Eduroam allows UMass Amherst students, faculty, and staff to obtain free wireless connectivity at participating institutions in the U.S. And abroad, A valid umass account is required for connection. CICS provides users and visitors of Computer Science with less restricted internet access for unsupported machines.
The following material is available for download from the CIIR. It is provided without warranty and without support. If there are problems accessing or using any of this material, we would appreciate being told (info at ciir.cs.umass.edu), in case we can address the issue.
Lemur Project Downloads - June 2020The Lemur Project (an NSF-funded collaboration with CMU and the CIIR) develops search engines, browser toolbars, text analysis tools, and data resources that support research and development of information retrieval and text mining software. The project is best known for its Indri search engine, Lemur Toolbar, and ClueWeb09 dataset. Lemur software and datasets are available at: http://www.lemurproject.org.
Open-Retrieval Conversational Question Answering - May 2020
Chen Qu, Liu Yang, Cen Chen, Minghui Qiu, W. Bruce Croft, Mohit Iyyer
The OR-QuAC dataset enhances QuAC by adapting it to an open-retrieval setting. It is an aggregation of three existing datasets:
(1) the QuAC dataset that offers information-seeking conversations,
(2) the CANARD dataset that consists of context-independent rewrites of QuAC questions, and
(3) the Wikipedia corpus that serves as the knowledge source of answering questions.
(2) the CANARD dataset that consists of context-independent rewrites of QuAC questions, and
(3) the Wikipedia corpus that serves as the knowledge source of answering questions.
Link to the dataset: https://ciir.cs.umass.edu/downloads/ORConvQA/
Incorporating Hierarchical Domain Information to Disambiguate Very Short Queries - Dataset - ICTIR - October 2019
Hamed Bonab, Mohammad Aliannejadi, John Foley, James Allan
This data is prepared based on 50 of NIST relevance assessors queries from TREC 2017 Core Track (https://trec-core.github.io/2017/) data collection. It has over 1.8 million New York Times (NYT) annotated articles, containing nearly every published article between January 1, 1987, and June 19, 2007. We provide Rel and RetRel query with domain pairs for each query. We also provide the NYT corpus hierarchy in xml file format. For more information please refer to the published paper.
Link to the paper: https://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1313
Link to the dataset: https://ciir.cs.umass.edu/downloads/ictir19_nyt_hierarchy/
Link to the dataset: https://ciir.cs.umass.edu/downloads/ictir19_nyt_hierarchy/
Simulating CLIR Translation Resource Scarcity using High-resource Languages - Dataset - ICTIR - October 2019
Hamed Bonab, James Allan, and Ramesh Sitaraman
This data is prepared based on 200 queries of the Cross-Language Evaluation Forum (CLEF) 2000-2003 campaign for bilingual ad-hoc retrieval tracks (http://catalog.elra.info/en-us/repository/browse/ELRA-E0008/). The Swahili and Somali queries are the translation of English queries from C001-C200 topic set. We hired a translation organization to translate the title and description of each topic into Somali and Swahili. For more information please refer to the published paper.
Link to the paper: https://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1357
Link to the dataset: https://ciir.cs.umass.edu/downloads/ictir19_simulate_low_resource/
Link to the dataset: https://ciir.cs.umass.edu/downloads/ictir19_simulate_low_resource/
ANTIQUE: A Non-Factoid Question Answering Benchmark - May 2019
This dataset contains 2626 non-factoid questions and 34k manual judgments ranged from 1 to 4. All questions and answers are collected from a CQA website. Note that the test relevance labels were obtained through depth-k pooling (k=10).
Link to the dataset: https://ciir.cs.umass.edu/downloads/Antique/
Link to the paper: https://arxiv.org/abs/1905.08957 Opposites - EnchantedLearning.com.
Link to the paper: https://arxiv.org/abs/1905.08957 Opposites - EnchantedLearning.com.
PsgRobust - Answer Passage Retrieval Dataset - December 2018
Keping Bi, Qingyao Ai, W. Bruce Croft
PsgRobust is an answer passage collection built based on the Robust04 collection without manual annotation. It was built for research on iterative relevance feedback based on two assumptions:
1. For the passages that are ranked in the top positions by a powerful ranker, if they are in the relevant documents, we assume that they are relevant.
2. All the passages in the non-relevant document are irrelevant.
2. All the passages in the non-relevant document are irrelevant.
There are 383036 passages from 22403 unique documents in total, and 6589 relevant passages in total for the 246 queries, which are from 3544 documents. For detailed information, please check the readme.txt (linked to https://ciir.cs.umass.edu/downloads/PsgRobust/readme.txt) file and our paper.
Keping Bi, Qingyao Ai, W. Bruce Croft. 'Iterative Relevance Feedback for Answer Passage Retrieval with Passage-level Semantic Match.' in the Proceedings of the European Conference on Information Retrieval (ECIR 19), Cologne, Germany, April 14-18, 2019, pp. 558-572.
Link to the dataset: https://ciir.cs.umass.edu/downloads/PsgRobust/
Link to the paper: https://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1295
Link to the paper: https://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1295
Citation Worthiness Dataset - SIGIR - July 2018
Hamed Bonab, Hamed Zamani, Erik Learned-Miller, James Allan
This data is prepared based on SEPID corpus (http://pars.ie/lr/sepid-corpus). All the sentence IDs are consistent with the SEPID corpus, in case you need to do other interesting research with this data. It includes sentence-level segmentation of 10,921 articles from ACL ARC 1.0, up to February 2007.
Citation worthiness dataset contains 85,778 sentences with the 'cite' label and 1,142,275 sentences with the 'not_cite' label. 10% of data (test data) randomly selected and divided based on the section name into 7 chunks. See the paper for more explanation.
Link to the paper: https://ciir-publications.cs.umass.edu/pub/web/getpdf.php?id=1314
Link to the dataset: https://ciir.cs.umass.edu/downloads/sigir18_citation/
Link to the dataset: https://ciir.cs.umass.edu/downloads/sigir18_citation/
Hierarchical Embedding Model for Personal Product Selection - April 2017 Software
Qingyao Ai, Bruce Croft
This software is an implementation of the Hierarchical Embedding Model deep neural network trained to learn personal product selections through user product queries and selections. The probability of a product item being purchased by a user with a query is computed using their corresponding latent representations.
The software is Python and Java based, using Python for neural net processing via Tensorflow and Java Galago indexing and search software from the Lemur Project.
See the README.txt file for this release or the following paper for more details.
DeepMerge: Merging Multiple Search Result Lists - December 2015
Booksmurthy. For Murthy, writing mythology is a little different from the other genres as the characters and the storylines are already well known. “The criteria for writing mythological books are different. Book chapters Murthy, S., Maier, D., Delcambre, L. Cloaking Data to Ease View Creation, Query Expression, and Query Execution. Conceptual Modelling and its Theoretical Foundations. AbeBooks.com: Solutions Manual for Geotechnical Engineering (230) by Murthy and a great selection of similar New, Used and Collectible Books available now at great prices. Organic Chemistry Made Simple Books Murthy S K. Be the first to write a review. About this product. Pre-owned: lowest price. The lowest-priced item that has been used or worn previously. The item may have some signs of cosmetic wear, but is fully operational and functions as intended. This item may be a floor model.
C.J. Lee, Bruce Croft
nfL6: Yahoo Non-Factoid Question Dataset - November 2015
Daniel Cohen, Bruce Croft
This dataset contains 87,361 questions derived from the Yahoo Webscope L6 collection and their corresponding best, and additional, answers submitted by users. Only the best answer was reviewed in determining answer quality.
The dataset file is in JSON format and may be downloaded in rar or gzip compressed format.
'Search Engines' Galago Source Code
Trevor Strohman
An old and now obsolete version (1.04) of the Galago Java source code that was referenced as a learning resource in the textbook 'Search Engines: Information Retrieval in Practice' by Croft, Metzler and Strohman (2009).
It has been moved from its former Google Code repository to here.
Web Annotated Passages - September 2015 Dataset
Liu Yang, Bruce Croft
This dataset contains 7,499 documents with four grades of sentence level relevance judgment annotations for 82 queries derived from the TREC Gov2 web collection. The dataset is archived in rar or gzipʼed tar file formats. The dataset is described and used in Keikha, Park and Croft, SIGIR 2014.
Wikipedia Bullet Points June 2013 Dataset
John Foley, James Allan
This dataset contains over 40,000 bullet-point 'facts' mined from English Wikipedia year pages in the June 2013 english XML dump. (3.3M, gzipped JSON)
Twitter June - July 2014 Dataset
Nada Naji, James Allan
This dataset consists of 71,564,914 Twitter IDs that have been automatically crawled over the period from mid June through early July 2014.
Query Facet and Facet Feedback Annotations
Weize Kong, James Allan
This dataset consists of query facet and facet feedback annotations used in work, 'Weize Kong and James Allan. Extending Faceted Search to the General Web. CIKM 2014'.
KB Bridge Entity Linking System
Jeffrey Dalton, Pat Verga, Laura Dietz
KB Bridge is an entity linking system which identifies named entities in free text and links them to entries in a semistructured knowledge base, such as Freebase or Wikipedia. See also Dalton, J. and Dietz, L., 'A Neighborhood Relevance Model for Entity Linking,' OAIR 2013.
Online Appendix for Entity Query Feature Expansion with Knowledge Base Links
Jeffrey Dalton, Laura Dietz, James Allan
This online appendix provides additional material for entity query feature expansion, such as additional gold standard annotations, produces rankings, entity-based features, and software. See also Dalton, J., Dietz, L. and Allan, J., 'Entity Query Feature Expansion using Knowledge Base Links,' SIGIR 2014.
Controversy Annotation Dataset
Shiri Dori-Hacohen, James Allan
This collection consists of controversy annotations for 445 webpages and 2060 Wikipedia articles. See also Dori-Hacohen, S. and Allan, J., 'Detecting Controversy on the Web,' CIKM 2013; Dori-Hacohen, S. and Allan, J., 'Automated Controversy Detection on the Web,' ECIR 2015.
Open Library
Henry Feild
This collection consists of 46,561,553 metadata records crawled from the Open Library on November 30, 2011 and click distributions over records for 22,622 queries recorded over the year October 2010 through September 2011.
RETAS OCR Evaluation Dataset
Zeki Yalniz, R. Manmatha
This dataset was created to evaluate the optical character recognition (OCR) accuracy of scanned books. It is provided here for research purposes. The dataset is extracted from books in Project Gutenberg and the Internet Archive.
Book Translation Detection Dataset
Urbackup Server
Zeki Yalniz, R. Manmatha, Kriste Krstovski, David A. Smith
These datasets were created to evaluate the effectiveness of the translation detection frameworks. The 2K dataset was created by Krstovski and Smith (2011), and the list of translation pairs was updated for use in Yalniz and Manmatha (2012). The 30-book dataset was created for use in Yalniz and Manmatha (2012). This dataset is for research purposes only.
Book Duplicate Detection Dataset
Zeki Yalniz, E. F. Can, R. Manmatha
This dataset was created to evaluate the effectiveness of the partial duplicate detection framework for scanned books proposed by Yalniz, Can and Manmatha (2011). This dataset is for research purposes only.
Convert mp3 to iphone ringtone. Searcher Frustration User Study Data
Henry Feild
This is a dataset collected during a user study of frustration during web search at the University of Massachusetts Amherst in October 2009. The study consists of query logs and sensor readings for thirty participants.
This is available under an Open Database/Database Content license. Feel free to use, redistribute, and modify the dataset, but make sure to make it available under the same license and to give due attribution in any public use of the dataset.
Word Image Data Sets
Toni Rath
Data sets containing word images from the George Washington collection with meta-data for retrieval performance evaluation.
Stemming Class from Stemming and Cooccurrence on a Larger Corpus
Jeremy Pickens
Three sets of experiments were done, using initial classes created by (1) the Porter stemmer, (2) K-Stem, and (3) the Porter stemmer classes merged in a connected component manner with the K-Stem classes.
Event Threading Experiment
Nallapati, R., Feng, A., Peng, F., and Allan, J.
Download Urbackup Client
This is the experimental data from 'Event Threading within News Topics' in the Proceedings of CIKM 2004 conference, pp. 446-453.
Novelty Track, TREC
Alvaro Bolivar
This is a collection building toolkit to assemble the training set used by the CIIR in its participation in the Novelty track at TREC 2002. For details check conference proceedings.
IT is required to enforce licensing limits for some software. We do this by using network license servers, KeyServer, software management tools, and/or hardware keys. You must use a VPN connection to the Amherst network if you want to run some licensed software while off-campus. Some software will be limited to use on college owned computers and will not be available for personally owned computers.
Methods to install software include the following:
Amherst Software Collection
Adobe Creative Cloud and Adobe Spark
- Current faculty and staff employees, email askit @amherst.edu to request access then use Adobe Creative Cloud (https://www.adobe.com/creativecloud.html)
- Current students
- For access needed for current term courses email askit @amherst.edu to request access
- For access needed for campus jobs/work your employing department should purchase a subscription for the apps needed
- For access needed for student organizations and publications, email askit @amherst.edu and a funding source will be needed
- For access needed for personal use, including thesis work or other projects, purchase a personal subscription to Adobe Creative Cloud (https://www.adobe.com/creativecloud.html) or specifc apps or sets of apps using the educational discount or purchase a personal subscription to Adobe Spark (https://spark.adobe.com/)
Self-enroll Using the IT Website
- Self-enroll using the IT website for Office 365 (free for up to 5 devices) and Kurzweil (free)
Deployment by IT Support Services
- Email [email protected] to request licenses.
Self-service Download for College Owned Windows Computers
- For some software for college owned Windows computers go to winapps.amherst.edu
Software Purchased by Individual Departments
- Software purchased by individual departments may be limited to use in certain facilities.