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The effect of document retrieval quality on factoid question answering performance

Kevyn Collins-Thompson, Jamie Callan, Egidio Terra, Charles L.A. Clarke
<span title="">2004</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ibcfmixrofb3piydwg5wvir3t4" style="color: black;">Proceedings of the 27th annual international conference on Research and development in information retrieval - SIGIR &#39;04</a> </i> &nbsp;
Two other sets of documents were created: a Fusion run from the top 30 merged results of systems 1-4 using a variant of COMB-MNZ [4] ; and set of relevant documents (oracle) using judgments from TREC.  ...  In the first experiment, 445 questions of the TREC 2002 QA track (those with answers in the AQUAINT collection) were given as input to each of five retrieval systems, as shown in Table 1 .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1008992.1009127">doi:10.1145/1008992.1009127</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigir/Collins-ThompsonCTC04.html">dblp:conf/sigir/Collins-ThompsonCTC04</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ealevyuaenchtlt7ws3c4qtdaq">fatcat:ealevyuaenchtlt7ws3c4qtdaq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808222930/http://www-personal.umich.edu/~kevynct/pubs/sigir04_ria_poster.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d3/89/d389df530cba905f38775be80534273d297787af.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1008992.1009127"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Further reflections on TREC

Karen Sparck Jones
<span title="">2000</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/v5dch4enzne6phusiwdh25za24" style="color: black;">Information Processing &amp; Management</a> </i> &nbsp;
The paper reviews the TREC Programme up to TREC-6 (1997), considering the test results, the substantive ®ndings for IR that follow and the lessons TREC oers for IR evaluation.  ...  The paper summarises the structure of the TREC work and analyses the experimental data in some detail.  ...  Robertson and Donna Harman for their comments, and wish speci®cally to acknowledge the latter's scrupulous care in distinguishing her points as from a Referee, from a Fellow researcher or from a Defender of TREC  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/s0306-4573(99)00044-8">doi:10.1016/s0306-4573(99)00044-8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lqrad3oravfsxkzahlpj3afmea">fatcat:lqrad3oravfsxkzahlpj3afmea</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20030909035955/http://www.cs.odu.edu:80/~jbollen/spring03_IR/readings/jones_TREC6.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/47/a2/47a2730e461b6c91e375c3fc94cee237ac9c3b17.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/s0306-4573(99)00044-8"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Fast statistical parsing of noun phrases for document indexing

Chengxiang Zhai
<span title="">1997</span> <i title="Association for Computational Linguistics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/su2rcizddfcajmiqunpi6pu2qq" style="color: black;">Proceedings of the fifth conference on Applied natural language processing -</a> </i> &nbsp;
The same parsing method has also been used to generate phrases from the same data for the CLARIT NLP track experiments in TREC-5 (Zhai et al. 97) , and similar results were obtained, although the WD-NP-SET  ...  We performed the experiments by using the TREC-5 ad hoc topics (i.e., TREC topics 251-300). Each run involves an automatic feedback with the top 10 documents returned from the initial retrieval.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3115/974557.974603">doi:10.3115/974557.974603</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/anlp/Zhai97.html">dblp:conf/anlp/Zhai97</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jhjkvn3j5rcthbzvtl7oj4n4w4">fatcat:jhjkvn3j5rcthbzvtl7oj4n4w4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170705105957/http://wing.comp.nus.edu.sg/%7Eantho/A/A97/A97-1046.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ba/df/badfdb3ecc220e13d719b3a6d934825331fb3084.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3115/974557.974603"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Fast Statistical Parsing of Noun Phrases for Document Indexing [article]

Chengxiang Zhai
<span title="1997-02-12">1997</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The same parsing method has also been used to generate phrases from the same data for the CLARIT NLP track experiments in TREC-5 (Zhai et al. 97) , and similar results were obtained, although the WD-NP-SET  ...  We performed the experiments by using the TREC-5 ad hoc topics (i.e., TREC topics 251-300). Each run involves an automatic feedback with the top 10 documents returned from the initial retrieval.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/cmp-lg/9702009v1">arXiv:cmp-lg/9702009v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7fgaozpdqfdctext7rcdvtyhzu">fatcat:7fgaozpdqfdctext7rcdvtyhzu</a> </span>
<a target="_blank" rel="noopener" href="https://archive.org/download/arxiv-cmp-lg9702009/cmp-lg9702009.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> File Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/71/41/714184954ce1b4a47f7b7d7f09a99a0f56ea9577.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/cmp-lg/9702009v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

The NRRC reliable information access (RIA) workshop

Donna Harman, Chris Buckley
<span title="">2004</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ibcfmixrofb3piydwg5wvir3t4" style="color: black;">Proceedings of the 27th annual international conference on Research and development in information retrieval - SIGIR &#39;04</a> </i> &nbsp;
OVERVIEW OF WORKSHOP The main data used for experimentation and failure analysis was the TREC ad hoc data from TRECs 6, 7, and 8 (topics 300-450).  ...  Selected Blind Feedback Experiments To give some idea of the type of issues being uncovered by the blind feedback experiments, here are some very preliminary results from several experiments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1008992.1009104">doi:10.1145/1008992.1009104</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigir/HarmanB04.html">dblp:conf/sigir/HarmanB04</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jnqumxwzpjeyld465cxosjs4ey">fatcat:jnqumxwzpjeyld465cxosjs4ey</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190217041524/https://static.aminer.org/pdf/20170130/pdfs/sigir/pr0jn8ojxz25axyk6sd4l3rcqtdqa7by.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f3/f7/f3f79d10e21cfbd41c5f7e6bf655f39263206add.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1008992.1009104"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Natural Language Processing and Information Retrieval [chapter]

Ellen M. Voorhees
<span title="">1999</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
TREC 1 TREC 2 TREC 3 TREC 4 TREC 5 TREC 6 TREC 7 Best Practices Enough di erent experiments have been run in TREC to support general conclusions about best practices for IR|retrieval techniques incorporated  ...  The rst TREC conferences contained just two main tasks, ad hoc and routing. Additional subtasks known as \tracks" were introduced into TREC in TREC-4 (1995) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-48089-7_3">doi:10.1007/3-540-48089-7_3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bgh5hwznava75gmiuuzy4jnphy">fatcat:bgh5hwznava75gmiuuzy4jnphy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200323041111/https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=151418" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/95/46/9546e5d6876e843679102bb6b91ebdbb6a45c8ef.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-48089-7_3"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

What is the Role of NLP in Text Retrieval? [chapter]

Karen Sparck Jones
<span title="">1999</span> <i title="Springer Netherlands"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3hkmjm3unndmxjllfvyyxyrgme" style="color: black;">Text, Speech and Language Technology</a> </i> &nbsp;
Experiments in the first phase of research, to the late eighties, did not demonstrate value in LMI, but were very limited; but the much larger tests of the Nineties, with full text, have not done so either  ...  However in later cycles concepts were removed (as making life too easy), and in subsequent cycles requests were either further reduced (TREC-4) or made harder to satisfy (TREC-5).  ...  NLP-based terms with other information has not yet been established.4.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-94-017-2388-6_1">doi:10.1007/978-94-017-2388-6_1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o236eu6tdbgpjgqgzx5wgkbdwq">fatcat:o236eu6tdbgpjgqgzx5wgkbdwq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811133900/http://www.cl.cam.ac.uk/~sht25/ksj5.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/25/5a/255ae3e0d65724290e6897bc6d4f79c1593d1be7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-94-017-2388-6_1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Noun phrases in interactive query expansion and document ranking

Olga Vechtomova
<span title="">2006</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/qkuxm4jkpnclphpwzqgsg7qnae" style="color: black;">Information retrieval (Boston)</a> </i> &nbsp;
Experiments were also conducted studying the effectiveness of noun phrases in document ranking.  ...  The paper presents a new method of phrase weighting, which addressed this problem, and its evaluation on the TREC dataset.  ...  The interactive evaluation experiment consists of the following steps: 1.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10791-006-6390-8">doi:10.1007/s10791-006-6390-8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pllm63nqhjfipmlu2yrcdi5bpe">fatcat:pllm63nqhjfipmlu2yrcdi5bpe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808212351/http://ccc.inaoep.mx/~villasen/bib/Vechtomova-QueryExpansionIR.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/97/25/972568709178c775a2509d980bc58316fe421473.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10791-006-6390-8"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Shine

Xuanhui Wang, Jian-Tao Sun, Zheng Chen
<span title="">2007</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6g37zvjwwrhv3dizi6ffue642m" style="color: black;">Proceedings of the sixteenth ACM conference on Conference on information and knowledge management - CIKM &#39;07</a> </i> &nbsp;
To attain the goal of SHINE, we propose to represent all entities in a unified space through utilizing their interaction relationships.  ...  The experiments on 3 data sets (i.e., a literature data set, a search engine log data set, and a recommendation data set) show the effectiveness and flexibility of our proposed methods.  ...  Evans TREC model Xuehua Shen CIKM information Xiang Tong KDD trec John D.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1321440.1321522">doi:10.1145/1321440.1321522</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/cikm/WangSC07.html">dblp:conf/cikm/WangSC07</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4vn3uiis5vb53dro2n6fxzg6ta">fatcat:4vn3uiis5vb53dro2n6fxzg6ta</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20090530060453/http://sifaka.cs.uiuc.edu:80/~xwang20/pub/shine-cikm07.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/51/3d/513d42402644914892f1d0b3225619281aa62e1b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1321440.1321522"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Forward and Backward Feature Selection for Query Performance Prediction [article]

Sébastien Déjean, Radu Tudor Ionescu, Josiane Mothe, Md Zia Ullah
<span title="2019-12-04">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We evaluate our approach on four TREC collections using standard QPP features. We also develop two QPP features to address the issue of query-drift in the query feedback setting.  ...  better than non-selective models; (2) our model is more efficient than complex models during inference time since it requires fewer features; (3) the predictive model is readable and understandable; and (4)  ...  Table 1 : 1 Details of the collections used in the experiments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1912.04107v1">arXiv:1912.04107v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2ffk666wxjbtzobpalvptkgmau">fatcat:2ffk666wxjbtzobpalvptkgmau</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200902222138/https://arxiv.org/pdf/1912.04107v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5f/81/5f8192305f1fe26946af09b0650b38cab07a55f8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1912.04107v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Automated extraction of information in molecular biology

Miguel A. Andrade, Peer Bork
<span title="2000-06-26">2000</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kn6dhptylrb77b5atyiom5ysjm" style="color: black;">FEBS Letters</a> </i> &nbsp;
Fig. 4 . 4 Typical distributions of word usage over the 721 OMIM entries analyzed.  ...  Similarly, IR systems are tested in Text Retrieval Conferences (TReC, http://trec.nist.gov/).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/s0014-5793(00)01661-6">doi:10.1016/s0014-5793(00)01661-6</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/10878241">pmid:10878241</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vw7kxnazg5e35ps2tt3bh3io6i">fatcat:vw7kxnazg5e35ps2tt3bh3io6i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20060920060619/http://www-static.cc.gatech.edu/classes/AY2003/cs6411_spring/ANDRADE_OMIM.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d9/1a/d91a5c61fb37dff8abe6438fe421fd2f77c8cdc7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/s0014-5793(00)01661-6"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

The Use of Monolingual Context Vectors for Missing Translations in Cross-Language Information Retrieval [chapter]

Yan Qu, Gregory Grefenstette, David A. Evans
<span title="">2005</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
Once the best translations are selected, indexing and retrieval of documents in the target language is based on CLARIT [4] .  ...  In the experiments reported in Section 5, we assign a constant weight to all expansion terms (e.g., 0.5) Experiments Experiment Setup For evaluation, we used NTCIR-3 Japanese topics 6 .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/11562214_3">doi:10.1007/11562214_3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/h42avub6yzehjfn3k3ysgqryfi">fatcat:h42avub6yzehjfn3k3ysgqryfi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812080332/http://www.aclweb.org/anthology/I/I05/I05-1003.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ee/04/ee0488ab9599529ca12d66598522d14e2ef585cc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/11562214_3"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

The Heinz Electronic Library Interactive On-Line System (HELIOS): Building A Digital Archive Using Imaging, OCR, and Natural Language Processing Technologies

Gabrielle Michalek
<span title="2018-06-10">2018</span>
To create the HELIOS database, documents are scanned, converted to ASCII form via OCR, verified and organized, and indexed using the CLARIT natural language processing software.  ...  Named in memory of the late Senator, the Heinz Electronic Library Interactive Online System (HELIOS) supports full-page digital images and it utilizes natural language processing (NLP) technology to search  ...  The Text Retrieval Conference (TREC) studies sponsored by the National Institute of Science and Technology (NIST) and the DOD's Advanced Research Projects Agency (ARPA) have now demonstrated that CLARIT  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1184/r1/6472337">doi:10.1184/r1/6472337</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sgw2qlul4zhmthcglngk3f3juq">fatcat:sgw2qlul4zhmthcglngk3f3juq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200221013035/https://s3-eu-west-1.amazonaws.com/pstorage-cmu-348901238291901/11901821/file.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b0/55/b0555defc518e74c4c73abbc918fbd9169fd64b6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1184/r1/6472337"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

The Heinz Electronic Library Interactive On-Line System (HELIOS): An Update

Gabrielle Michalek
<span title="2018-06-10">2018</span>
Named in memory of the late Senator, the Heinz Electronic Library Interactive On-line System (HELIOS) currently allows researchers to browse, search, view, and print over 434,000 digital images from the  ...  (See Figures 3 and 4.) Figure 3 . 3 HeliosArchivist v2.0--Browser Window Figure 4 . 4 HeliosArchivist v2.0--Image Window and Document Report Card  ...  They know from experience that they will do better by manually sifting the results and selecting relevant documents.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1184/r1/6472415">doi:10.1184/r1/6472415</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lc4hghjmmngyzbf36tndkb5bgu">fatcat:lc4hghjmmngyzbf36tndkb5bgu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200224150907/https://s3-eu-west-1.amazonaws.com/pstorage-cmu-348901238291901/11901902/file.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8a/2e/8a2eef22a018424abf4d514843b633533826850b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1184/r1/6472415"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

An overview of MetaMap: historical perspective and recent advances

Alan R Aronson, François-Michel Lang
<span title="">2010</span> <i title="Oxford University Press (OUP)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/aapnwtybrvghlc35hfimbtdlom" style="color: black;">JAMIA Journal of the American Medical Informatics Association</a> </i> &nbsp;
This document indexing experiment resulted in a performance improvement (as measured by 11-point average precision) of a modest 4%, a result which is considered to be at best barely discernable.  ...  MetaMap's XML output for heart (greatly simplified and compressed for expository conciseness) is shown in figure 4 .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1136/jamia.2009.002733">doi:10.1136/jamia.2009.002733</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/20442139">pmid:20442139</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC2995713/">pmcid:PMC2995713</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/l4jzb3ac4rf3nbg4ikrwb3mu7i">fatcat:l4jzb3ac4rf3nbg4ikrwb3mu7i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130703100904/http://skr.nlm.nih.gov/papers/references/JAMIA.2010.17.Aronson.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4a/85/4a85ff9c990966af3c9aeb8c3a891afc3398b2c3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1136/jamia.2009.002733"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2995713" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>
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