Natural Language Processing (NLP) 10/30/02 CS470/670 NLP (10/30/02) 1
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1 Natural Language Processing (NLP) 10/30/02 CS470/670 NLP (10/30/02) 1
2 NLP Definition a range of computational techniques CS470/670 NLP (10/30/02) 2
3 NLP Definition (cont d) a range of computational techniques for analyzing and representing naturally occurring texts CS470/670 NLP (10/30/02) 3
4 NLP Definition (cont d) a range of computational techniques for analyzing and representing naturally occurring texts at one or more levels of linguistic analysis CS470/670 NLP (10/30/02) 4
5 Levels of Language Understanding Pragmatic Discourse Semantic Syntactic Lexical Morphological CS470/670 NLP (10/30/02) 5
6 NLP Definition (cont d) a range of computational techniques for analyzing and representing naturally occurring texts at one or more levels of linguistic analysis for the purpose of achieving human-like language processing CS470/670 NLP (10/30/02) 6
7 NLP Definition (cont d) a range of computational techniques for analyzing and representing naturally occurring texts at one or more levels of linguistic analysis for the purpose of achieving human-like language processing for knowledge intensive applications CS470/670 NLP (10/30/02) 7
8 Goals of Information Extraction A robust information extraction system CS470/670 NLP (10/30/02) 8
9 Goals of Information Extraction A robust information extraction system Recognize concepts and the implicit relations amongst them CS470/670 NLP (10/30/02) 9
10 Goals of Information Extraction A robust information extraction system Recognize concepts and the implicit relations amongst them Convert vast amounts of textual data into a semantic representation CS470/670 NLP (10/30/02) 10
11 Goals of Information Extraction A robust information extraction system Recognize concepts and the implicit relations amongst them Convert vast amounts of textual data into a semantic representation Provide knowledge discovery tools for multiple analyst activities CS470/670 NLP (10/30/02) 11
12 Goals of Information Extraction A robust information extraction system Recognize concepts and the implicit relations amongst them Convert vast amounts of textual data into a semantic representation Provide knowledge discovery tools for multiple analyst activities visual exploration data-mining via NLP queries link analysis CS470/670 NLP (10/30/02) 12
13 High Level Task Description Evaluate the application of automatic knowledge extraction to link analysis CS470/670 NLP (10/30/02) 13
14 High Level Task Description Evaluate the application of automatic knowledge extraction to link analysis Specialization of generic relations Prototype IE to Link Analysis tool CS470/670 NLP (10/30/02) 14
15 High Level Task Description Evaluate the application of automatic knowledge extraction to link analysis Specialization of generic relations Prototype IE to Link Analysis tool Identify current technological barriers CS470/670 NLP (10/30/02) 15
16 High Level Task Description Evaluate the application of automatic knowledge extraction to link analysis Specialization of generic relations Prototype IE to Link Analysis tool Identify current technological barriers Establish high-payoff research directions CS470/670 NLP (10/30/02) 16
17 High Level Task Description Evaluate the application of automatic knowledge extraction to link analysis Specialization of generic relations Prototype IE to Link Analysis tool Identify current technological barriers Establish high-payoff research directions Produce substantive report on current state-of-theart CS470/670 NLP (10/30/02) 17
18 KNOW-IT Overview Automatically identifies and extracts concepts and relations involving people, events, places, and organizations, etc from massive volumes of digital textual data For purpose of building / adding to Knowledge Bases for use by human & automated reasoners General technology capability currently used for various text types & domains can be specialized for specific applications CS470/670 NLP (10/30/02) 18
19 KNOW-IT s Building Blocks: Natural Language Processing + Knowledge Extraction + Graphical Visualization CS470/670 NLP (10/30/02) 19
20 KNOW-IT components Concepts 60 + Proper Noun Categories CS470/670 NLP (10/30/02) 20
21 Proper Noun Categorization Scheme Geographic Affiliation Organization Human Document Equipment Scientific Temporal Misc. Entity City Port Airport Island County Province Country Continent Region Water Geo. Misc. Religion Nationality Company Company Type Government U.S. Government Organization Person Title Document Software Hardware Machines Disease Drugs Chemicals Date Time Misc. CS470/670 NLP (10/30/02) 21
22 KNOW-IT components Concepts 60 + Proper Noun Categories WordNet Synsets CS470/670 NLP (10/30/02) 22
23 CS470/670 NLP (10/30/02) 23
24 KNOW-IT components Concepts 60 + Proper Noun Categories WordNet Synsets Relations 40 + generic semantic relations CS470/670 NLP (10/30/02) 24
25 Semantic Relations Relations AGNT (act, animate) PART (entity-x, entity-y) PTIM (T, time) CAUS (state-x, state-y) PURP (act-x, act-y) (state/entity, act-y) Definition animate is performer (agent) of action entity-x has part entity-y T occurred at specific time x has a cause y act-x has purpose act-y state has purpose act-y CS470/670 NLP (10/30/02) 25
26 KNOW-IT components Concepts 60 + Proper Noun Categories WordNet Synsets Relations 40 + generic semantic relations Concept-Relation-Concept CS470/670 NLP (10/30/02) 26
27 Concept-Relation Extraction HEADLINE: Albanian suspected to have links to bin Laden arrested SOURCE: Agence France Presse, 01/10/99 Maksim Ciciku was arrested by the Albanian police in Tirana. Ciciku met Osama bin Laden in April CS470/670 NLP (10/30/02) 27
28 Concept-Relation Extraction HEADLINE: Albanian suspected to have links to bin Laden arrested SOURCE: Agence France Presse, 01/10/99 Maksim Ciciku was arrested by the Albanian police in Tirana. Ciciku met Osama bin Laden in April CG_1 OBJ ( arrest, Maksim Ciciku person ) AGNT ( arrest, Albanian police ) CHRC ( police, Albanian nationality ) LOC ( arrest, Tirana city ) CG_2 AGNT ( meet, Maksim Ciciku person ) OBJ ( meet, Osama bin Laden person ) PTIM ( meet, April 1994 ) CS470/670 NLP (10/30/02) 28
29 CS470/670 NLP (10/30/02) 29
30 Adapting KNOW-IT for Link Analysis Extraction in KNOW-IT is broad and shallow based on linguistic regularities not domain-dependent rules But the technology can be extended to narrow and deep applications for Link Analysis terrorism domain for HPKB CS470/670 NLP (10/30/02) 30
31 Specialization Methodology Map 2 or more general C-R-C extraction rules into a more specific link rule, e.g. for SUPPORT: CS470/670 NLP (10/30/02) 31
32 Specialization Methodology Map 2 or more general C-R-C extraction rules into a more specific link rule, e.g. for SUPPORT: C1 -R-C2 + C2 -R-C3 CS470/670 NLP (10/30/02) 32
33 Specialization Methodology: Map 2 or more general C-R-C extraction rules into a more specific link rule, e.g. for SUPPORT: C1 - AGNT -C2 + C2 - OBJ - C3 CS470/670 NLP (10/30/02) 33
34 Specialization Methodology Map 2 or more general C-R-C extraction rules into a more specific link rule, e.g. for SUPPORT: C1 -AGNT -C2 + C2 - OBJ - C3 <international agent*> AGNT <support verb*> + <support verb*> OBJ <X 54> CS470/670 NLP (10/30/02) 34
35 Where, International agent = any Proper Noun whose category is an element of the set {7, 40, 411, 412, 413, 414, 415, 416, 417, 50, 501, 51, 52, 53, 54} AND Support verb = any element of the synsets containing verbs such as: {fund, back, support, aid, help, assist, sponsor, subsidize, patronize, cosponsor, bankroll, champion, defend} CS470/670 NLP (10/30/02) 35
36 Then,. extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... CS470/670 NLP (10/30/02) 36
37 Then,. extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... AGENT (back, Osama bin Laden person) OBJECT (back, Hartakul Jihad terrorist_group group) CS470/670 NLP (10/30/02) 37
38 Then,. extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... AGENT (back, Osama bin Laden person) OBJECT (back, Hartakul Jihad terrorist_group group) SUPPORT (Osama bin Laden person, Hartakul Jihad terrorist_group group) CS470/670 NLP (10/30/02) 38
39 03/14/1999 (AFP) Bangladesh bomb blast toll 10, opposition wants judicial probe the extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... CS470/670 NLP (10/30/02) 39
40 03/14/1999 (AFP) Bangladesh bomb blast toll 10, opposition wants judicial probe the extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... the DT extremist JJ Harkatul_Jihad NP 1 group NN,, reportedly RB backed VBD by IN Saudi NP 2 dissident IN Osama_bin_LadeNP 3 CS470/670 NLP (10/30/02) 40
41 03/14/1999 (AFP) Bangladesh bomb blast toll 10, opposition wants judicial probe the extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... the DT extremist JJ Harkatul_Jihad NP 1 group NN,, reportedly RB backed VBD by IN Saudi NP 2 dissident IN Osama_bin_LadeNP 3 <PN> 1 54 Harkatul Jihad 2 17 Saudi 3 30 Osama bin Laden </PN> CS470/670 NLP (10/30/02) 41
42 03/14/1999 (AFP) Bangladesh bomb blast toll 10, opposition wants judicial probe the extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... the DT extremist JJ Harkatul_Jihad NP 1 group NN,, reportedly RB backed VBD by IN Saudi NP 2 dissident IN Osama_bin_LadeNP 3 <PN> 1 54 Harkatul Jihad 2 17 Saudi 3 30 Osama bin Laden </PN> CG0: AGNT (back, Osama bin Laden person) OBJECT (back, Harkatul Jihad terrorist_group group) CHRC (Harkatul Jihad terrorist_group group, extremist) MANR (back, reportedly) ISA (Osama bin Laden person, Saudi nationality dissident) CS470/670 NLP (10/30/02) 42
43 03/14/1999 (AFP) Bangladesh bomb blast toll 10, opposition wants judicial probe the extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... the DT extremist JJ Harkatul_Jihad NP 1 group NN,, reportedly RB backed VBD by IN Saudi NP 2 dissident IN Osama_bin_LadeNP 3 <PN> 1 54 Harkatul Jihad 2 17 Saudi 3 30 Osama bin Laden </PN> CG0: AGNT (back, Osama bin Laden person) OBJECT (back, Harkatul Jihad terrorist_group group) CHRC (Harkatul Jihad terrorist_group group, extremist) MANR (back, reportedly) ISA (Osama bin Laden person, Saudi nationality dissident) CG0: AGNT (back, Osama bin Laden person) OBJECT (back, Harkatul Jihad terrorist_group group)... SUPPORT(Osama bin Laden person, Harkatul Jihad terrorist_group group) CS470/670 NLP (10/30/02) 43
44 03/14/1999 (AFP) Bangladesh bomb blast toll 10, opposition wants judicial probe the extremist Harkatul Jihad group, reportedly backed by Saudi dissident Osama bin Laden... support (Osama bin Laden person, Hartakul Jihad terrorist_group group) Osama bin Laden support Harkatul Jihad group CS470/670 NLP (10/30/02) 44
45 03/12/1999 (AFP) Bangladesh arrest Afghan war veteran over bomb attack from Monirul Hassan, a member of the Harkatul Jihad group who was reportedly trained by the Taliban militia in Afghanistan... CS470/670 NLP (10/30/02) 45
46 03/12/1999 (AFP) Bangladesh arrest Afghan war veteran over bomb attack from Monirul Hassan, a member of the Harkatul Jihad group who was reportedly trained by the Taliban militia in Afghanistan... CG0 ISA AFFL AGNT OBJ LOC (Monirul Hassan person, member) (member, Harkatul Jihad terrorist_group group) (train, Taliban militia organization) (train, Monirul Hassan person) (train, Afghanistan country) CS470/670 NLP (10/30/02) 46
47 03/12/1999 (AFP) Bangladesh arrest Afghan war veteran over bomb attack from Monirul Hassan, a member of the Harkatul Jihad group who was reportedly trained by the Taliban militia in Afghanistan... CG0 ISA (Monirul Hassan person, member) AFFL (member, Harkatul Jihad terrorist_group group) affiliate (Monirul Hassan person, Harkatul Jihad terrorist_group group) AGNT OBJ... prep (train, Taliban militia organization) (train, Monirul Hassan person) (Taliban militia organization, Monirul Hassan person) CS470/670 NLP (10/30/02) 47
48 03/12/1999 (AFP) Bangladesh arrest Afghan war veteran over bomb attack from Monirul Hassan, a member of the Harkatul Jihad group who was reportedly trained by the Taliban militia in Afghanistan... affiliate (Monirul Hassan person, Harkatul Jihad terrorist_group group) prep (Taliban militia organization, Monirul Hassan person) CS470/670 NLP (10/30/02) 48
49 03/12/1999 (AFP) Bangladesh arrest Afghan war veteran over bomb attack from Monirul Hassan, a member of the Harkatul Jihad group who was reportedly trained by the Taliban militia in Afghanistan... affiliate (Monirul Hassan person, Harkatul Jihad terrorist_group group) prep (Taliban militia organization, Monirul Hassan person) Taliban Militia Osama bin Laden prep support Monirul Hassan affiliate Harkatul Jihad group CS470/670 NLP (10/30/02) 49
50 03/08/1999 (AFP) 16 soldiers killed, 21 wounded in Algerian ambush The Salafist Group for Preaching and Combat (GSPC), led by Hassan Hattab, recently distributed Created at the instigation of bin Laden, the group is especially active... CS470/670 NLP (10/30/02) 50
51 03/08/1999 (AFP) 16 soldiers killed, 21 wounded in Algerian ambush The Salafist Group for Preaching and Combat (GSPC), led by Hassan Hattab, recently distributed Created at the instigation of bin Laden, the group is especially active... head (Hassan Hattab person, GSPC terrorist_group) support (Osama bin Laden person, GSPC terrorist_group) CS470/670 NLP (10/30/02) 51
52 03/08/1999 (AFP) 16 soldiers killed, 21 wounded in Algerian ambush The Salafist Group for Preaching and Combat (GSPC), led by Hassan Hattab, recently distributed Created at the instigation of bin Laden, the group is especially active... head (Hassan Hattab person, GSPC terrorist_group) support (Osama bin Laden person, GSPC terrorist_group) Taliban Militia Osama bin Laden Hassan Hattab prep support support head Monirul Hassan affiliate Harkatul Jihad group GSPC CS470/670 NLP (10/30/02) 52
53 02/15/1999 (AFP) Bin Laden held to be behind an armed Algerian Islamic movement Mohamed Berrachad had worked for Hattab, who is himself a dissident from the Armed Islamic Group (GIA) In his testimony, Berrachad said Bin Laden and Hattab communicated by satellite telephone and that he had heard their conversations, said to hinge on the discrediting of Antar Zouabri's GIA by its savage massacres of civilians... Antar Zouabri lead GIA disagree Mohamed Berrachad discredit discredit affiliate Taliban Militia Osama bin Laden Hassan Hattab prep support support head Monirul Hassan affiliate Harkatul Jihad group GSPC CS470/670 NLP (10/30/02) 53
54 CS470/670 NLP (10/30/02) 54
55 CS470/670 NLP (10/30/02) 55
56 CS470/670 NLP (10/30/02) 56
57 CS470/670 NLP (10/30/02) 57
58 CS470/670 NLP (10/30/02) 58
59 CS470/670 NLP (10/30/02) 59
60 As a link analyzer, KNOW-IT Assists analysts in appraising a potential crisis situation by determining the key players and the nature of their relations to one another Automatically filters, extracts, organizes, and analyzes textual intelligence data Generates and visualizes networks from relevant, unstructured text Allows analysts to specialize the links by easy-towrite specification & generalization rules Provides rich output to visualization tools CS470/670 NLP (10/30/02) 60
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