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awesome-information-retrieval

by harpribot

awesome listpushed over 3 years ago

A curated list of awesome information retrieval resources

AI summary

IR resources

A curated collection of resources and references for developers interested in information retrieval technology

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What's in the list

97 links in 12 sections, with live GitHub stats.activeno commit in 2y

Books

Courses

Software

  • Apache Lucene

    Open Source Search Engine that can be used to test Information Retrieval Algorithm. Twitter uses this core for its real-time search

  • The Lemur Project

    The Lemur Project develops search engines, browser toolbars, text analysis tools, and data resources that support research and development of information retrieval and text mining software

Software / The Lemur Project

  • Indri Search Engine

    Another Open Source Search Engine competitor of Apache Lucene

  • Lemur Toolkit

    Open Source Toolkit for research in Language Modeling, filtering and categorization

Datasets

  • DBPedia

    Linked data web

  • Cranfield Collections

    This is one of the first collections in IR domain, however the dataset is too small for any statistical significance analysis, but is nevertheless suitable for pilot runs

  • TREC Collections

    TREC is the benchmark dataset used by most IR and Web search algorithms. It has several tracks, each of which consists of dataset to test for a specific task. The tracks along with suggested use-case are:

Datasets / TREC Collections

  • Blog

    Explore information seeking behavior in the blogosphere

  • Chemical IR

    Address challenges in building large chemical testbeds for chemical IR

  • Clinical Decision Support

    Investigate techniques to link medical cases to information relevant for patient care

  • Confusion

    Study problem

  • Contextual Suggestion

    Investigate search techniques for complex information needs (context and user interests based)

  • Crowdsourcing

    Explore crowdsourcing methods for performing and evaluating search

  • Enterprise

    Study search over the organization data

  • Entity

    Perform entity-related search (find entities and their properties) on Web data

  • Filtering

    Binarily decide retrieval of new incoming documents given a stable information need

  • Federated Web Search

    Study merge performance for results from various search services

  • Genomics

    Study retrieval efficiency of genomics data and corresponding documentation

  • HARD

    Obtain High Accuracy Retrieval from Documents by leveraging searcher's context

  • Interactive Track

    Study user interaction with text retrieval systems

  • Knowledge base acceleration

    Study algorithms that improve efficiency of human Knowledge Base

  • Legal Track

    Study retrieval systems that have high recall for legal documents use case

  • Medical Track

    Explore unstructured search performance over patients record data

  • Microblog Track

    Examine satisfaction of real-time information need for microblogging sites

  • Million Query Track

    Explore ad-hoc retrieval over large set of queries

  • Novelty Track

    Investigate systems' abilities to locate new (non-redundant) information

  • Question Answering Track

    Test systems that scale beyond document retrieval, to retrieve answers to factoid, list and definition type questions

  • Relevance Feedback Track

    For deep evaluation of relevance feedback processes

  • Robust Track

    Study individual topic's effectiveness

  • Session Track

    Develop methods for measuring multiple-query sessions where information needs drift

  • SPAM Track

    Benchmark spam filtering approaches

  • Tasks Track

    Test if systems can induce possible tasks, users might be trying to accomplish for the query

  • Temporal Summarization Track

    Develop systems that allow users to efficiently monitor the information associated with an event over time

  • Terabyte Track

    Test scalability of IR systems to large scale collection

  • Web Track

    Explore information seeking behaviors common in general web search

Datasets

  • GOV2 Test Collection

    This is one of the largest Web collection of documents obtained from crawl of government websites by Charlie Clarke and Ian Soboroff, using NIST hardware and network, then formatted by Nick Craswel

  • NTCIR Test Collection

    This is collection of wide variety of dataset ranging from Ad-hoc collection, Chinese IR collection, mobile clickthrough collections to medical collections. The focus of this collection is mostly on east asian languages and cross language information retrieval

Datasets / NTCIR Test Collection

Datasets

Talks

Conferences

  • WSDM

    Web Search and Data Mining Conference -

  • SIGIR

    Special Interests Group on Information Retrieval -

  • TREC

    Text REtrieval Conference -

  • ECIR

    European Conference on Information Retrieval -

  • WWW

    World Wide Web Conference -

  • CIKM

    Conference on Information and Knowledge Management -

  • FIRE

    Forum for Information Retrieval Evaluation -

  • CLEF

    Conference and Labs of the Evaluation Forum -

  • NTCIR

    NII Testsbeds and Community for Information access Research -

Blogs

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