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high desert linguistics society / students call for papers the high desert linguistics society 2nd student conference in linguistics ( hdls - 2 ) march 26-27 , 1999 university of new mexico albuquerque keynote speaker : dr . sandra thompson , ucsb we invite student papers from all areas of linguistics , but we especially encourage papers in following specific areas of inquiry : form and function language change and grammaticization discourse analysis native american linguistics sign language linguistics computational linguistics sociolinguistics & language planning abstracts for 20 - minutes papers may be a maximum of one page . at the top of the abstract ( if by e-mail ) or on a separate page ( if on paper ) , please include : title of paper author name ( s ) and affiliation ( s ) topic area ( from the list above or whatever seems appropriate ) e-mail address paper mailing address submission deadline : abstracts must be received by jan . 22 , 1999 . where to submit : abstracts for 20 - minute papers should be e-mailed in ascii , word , or word perfect form to : < hdls @ unm . edu > . please use " abstract " as your subject header . if you are submitting more than one abstract , please e-mail each separately . if you prefer to use regular mail , send two copies of your abstract to : hdls - 2 abstracts university of new mexico humanities 526 albuquerque , nm 87131 proceedings the proceedings of the conference will be published in the summer of 1999 . inquiries : for more information , visit the conference web site at < http : / / www . unm . edu / ~ hdls / hdls - 2 / , available soon . e-mail inquiries : hdls @ unm . edu
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more on nlp to the readers : i have recently sent out several email inquiries to various list services that i subscribe to in an attempt to learn why we do not see more software that can relate to the complexities of human grammar . that is , i was trying to learn why do n't we see better grammar checkers , more translation software , and more sophisticated language tutoring software . if there were a theory of syntax that could be programmed at all would n't there also be a swarm of programs being offered by researchers and graduate students from around the world ? would n't we be arguing about the merits of " lfg - linguist 3 . 1 " vs " gb - linguist 2 . 0 . " and would n't we be arguing about the merits of one theories labelled bracketing versus another 's ? further , other areas that might use language interfaces such as games and program internal " help facilities " are also quite primitive . granted , the difficulties of trying to get a program to account for pro - - blems of meaning have occupied programmers for years , but this in itself is not sufficient enough explanation for why we do not see more results in areas that require a program to exhibit a sophisticated understanding of the structure of human language . which brings me to the point of this query . to improve my understanding of this problem and perhaps to generate some meaningful dialog about this problem , i would like to propose the following list of what we should minimally expect of a program or a theory of syntax that claims to be able to handle the structure of human language . i would like to invite readers to add to the list or to point out which areas have already been adequately handled . if an area is adequately handled , i would like information on how to receive the software that is available . i divide this list into three basic areas : 1 ) minimum requirements for linguists , 2 ) minimum requirements for grammar checkers , foreign language tutoring software , and other more secular uses of syntax , and 3 ) minimum requirements for translation technology . i . minimum requirements for linguists . a program or a theory of syntax that is to be programmed must minimally be able to : 1 ) provide a full labelled bracketing of any string ( including information about intermediate and maximal level nodes ) . 2 ) provide the parts of speech of all items in a string 3 ) provide the parts of a sentence ( subject , direct object , etc ) of a string 4 ) provide acceptability judgements for sentences that can be parsed ( e . g . john1 likes himself2 is parsable but unacceptable ) . 5 ) provide judgements about topicalized sentences , fronted wh questions , tough - movement sentences , relative clauses , noun clauses , cleft and pseudo - cleft sentences , pied - piping , the complex np constraint , control sentences , parasitic gap sentences , island conditions , the that trace effect , the coreferrence requirements of pronouns and reciprocals , and strong and weak crossover effects . 6 ) perhaps provide explanations for why particular parses fail . ii . minimum requirements for grammar checkers , foreign language tutoring software , and other more secular uses of syntax . a program or theory of syntax that is to be of value in these areas should minimally : 1 ) provide information about part of speech 2 ) provide information about part of sentence ( subject , object , etc ) 3 ) provide demonstrations of grammatical constructions e . g . make passivesentences from active and active from passive , make questions from statements , join two sentences into one using a variety of conjunctions , transitions and prepositions . 4 ) provide judgements about errors in the production of sentences 5 ) provide information about types of clauses : subordinate / main , adverb , noun etc . 6 ) provide information about sentence type e . g . simple , complex , compound , etc . 7 ) analyze punctuation of words , phrases , and clauses ( including coordination ) . minimum requirements for translation technology : 1 ) provide a correct parse for the subject language and provide a grammatically correct sentence in the target language . 2 ) provide acceptability judgements and other grammar checking of sentences in both languages . 3 ) be able to do convert some sentences in both languages : e . g . statement to question , active to passive and so on . this list might be short in many ways , but i think it illustrates my point . there is a lot more that could be happening in the realm of computational syntax , but it is not happening . if i am overly pessimistic , i would like to know where i can find software that can do the above . i will post all responses to the list as a summary . also , if anyone would like to add to this list , i will keep track of the responses and post them to the list . also , if someone can explain what prevents these developments i would appreciate that as well . phil bralich bralich @ uhccux . uhcc . hawaii . edu
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Phishing Email Detection Dataset

A comprehensive dataset combining email messages and URLs for phishing detection.

Dataset Overview

Quick Facts

  • Task Type: Multi-class Classification
  • Languages: English
  • Total Samples: 200,000 entries
  • Size Split:
    • Email samples: 22,644
    • URL samples: 177,356
  • Label Distribution: Four classes (0, 1, 2, 3)
  • Format: Two columns - content and labels

Dataset Structure

Features

{
    'content': Value(dtype='string', description='The text content - either email body or URL'),
    'labels': ClassLabel(num_classes=4, names=[
        'legitimate_email',    # 0
        'phishing_email',       # 1
        'legitimate_url',     # 2
        'phishing_url'    # 3
    ], description='Multi-class label for content classification')
}
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