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Key Statement Extraction in the NTAP project
Andrew Salway
Uni Computing, Bergen
NLP Group Seminar, University of Sheffield, 28th Feb 2013
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NTAP: Networks of Texts and People
NTAP is developing methods to analyse and visualize the social and epistemological contexts of information contained in blogs.
• Multidisciplinary:
– information and media science – natural language processing – network analysis – information visualization
• Collaboration between University of Bergen and Uni Computing • Funded by Research Council of Norway, 2012-2015 • Project team: Nick Diakopoulos, Dag Elgesem, Knut Hofland, Andrew
Salway, Lubos Steskal, Samia Touileb • Associated partners: University of Sheffield, OCAD University, Retriever
www.ntap.no
Our Approach
• Focus on helping users to understand the phenomena of information diffusion and polarisation
• Represent blog content as key statements
• Use visual analytic tools to integrate data about when and where key statements occur with data about the structure of blog networks
(climate change, is_caused_by, “burning
fossil fuels like coal”)
Climate Change Corpus 8,123blogs
112,510posts
8,415authors
Statements Network
(enter search terms here) Go
1/12 2/12 3/12
75%
Climate change
is_caused_by, “the excessive amount of
carbon emissions poured into the atmosphere"
Sort by frequency
85%
is, “changing the arctic"
32
25
92%
Global warming
is_caused_by, “burning fossil fuels like coal" 45
View Options
January 1, 2012 to March 1, 2012
http://blogspot.manmadedisaster.com
"… new research indicating that climate
change is caused by greenhouse gases,
many of which …"
40%
is_caused_by, “natural causes" 35
12%
is, “based on fraudulent science" 16
60%
will be, “arrested by peak oil" 5
Information Extraction from the Web
• Learn relation templates from small set of exemplar tuples, e.g. (England, London), (France, Paris), etc. One million facts extracted from the web at levels of precision between 75-98% (Pasca et al., 2006)
• Use deeper syntactic parsing to discover both relations and facts which are somewhat richer than simple tuples (Banko and Etzioni, 2008; Etzioni et al., 2008).
Fact Extraction to Enhance Image Captions (Salway et al 2010)
Using GPS and other camera data,
and geographic databases
“A view of the Eiffel Tower”
Add fact extraction from the web
“A view of the Eiffel Tower, which
was built in 1889 for an
international exhibition in Paris.”
1: Get Snippets from Search Engine
• Form queries around the given entity with a set of cues, e.g.
“Eiffel Tower is famous for”
“Eiffel Tower was built”
“Eiffel Tower is popular with”
...
• Get up to 50 snippets per query (Yahoo BOSS API); same
cue can get very different kinds of information
“Paris tourism guide from Yahoo! Travel UK. Recommended Paris tours and Paris ... While
the Eiffel Tower is famous for its views of
the city, the Arc de Triomphe ...”
2: Chunk Snippets
• Use a single regular expression to chunk...
‘BOUNDARY ENTITY CUE TEXT-FRAGMENT BOUNDARY’
“...in London. Big Ben was named after Sir Benjamin Hall.”
(Big Ben, was named, after Sir Benjamin Hall)
“The square next to Big Ben was named in 1848...”
3: Filter Candidate Facts
• Subjective words: remove candidate facts containing words
such as ‘me’, ‘my’, ‘amazing’, etc.
• Invalid end words: removes candidate facts ending with ‘to’,
‘from’, ‘by’, etc.
• Minimum number of words
• Words all in capitals
4(i): Score and Rank Facts
For each Entity-Cue pair, count frequencies of words
in text fragments (remove stop words).
(Eiffel Tower, was built)
Paris 7
1889 5
exhibition 4
...
4(ii): Score and Rank Facts
For each fact, sum the frequencies of each word it contains.
(Optionally, divide by number of words in fact).
(Eiffel Tower, was built, in Paris in 1889)
7 + 5 = 12
or, (7+5)/4 = 3
(Eiffel Tower, was built, in 1889 for an international
exhibition in Paris)
(Eiffel Tower, was named, after an ingenious engineer
whose design of the tower turned it into a reality and
pride of the French nation)
(Eiffel Tower, is, an iron tower built during 1887-1889 on
the Champ de Mars beside the Seine River in Paris)
(Eiffel Tower, was one of, the first tall structures in
the world to contain passenger elevators)
(Eiffel Tower, was one of, the landmarks visited by Luigi
when he came to save Paris from invading Koopa Troopas)
...
(Eiffel Tower, is made, from 18)
(Eiffel Tower, is made, of 3 platforms)
(Eiffel Tower, is made, with 2)
(Eiffel Tower, is famous, throughout the world)
(Eiffel Tower, is famous, for a reason)
climate change…
is_the_result_of, “natural causes”
is_the_result_of, “market failure”
is_the_result_of, “something called the greenhouse effect”
is_the_result_of, “natural fluctuations”
is_the_result_of, “man-made activities”
is_caused_by, “climate-control and other energy-intensive
practices”
is_caused_by, “mankind’s carbon and other gases output”
is_caused_by, “overpopulation”
is_caused_by, “long-range planetary trends”
is_caused_by, “geological factors”
is_caused_by, “burning of fossil fuels like coal”
is_caused_by, “the excessive amount of carbon emissions
poured into the atmosphere”
is_caused_by, “sunspots and cows burping”
is_caused_by, “the cyclical element of nature itself”
will_be, “most severe in Africa and South Asia”
will_be, “one of major reasons for migration across Asia in
the years to come”
will_be, “the major electoral issue for the next 100 years”
will_be, “be arrested by peak oil”
will, “solve itself”
will, “just go away”
will, “boost the asthma rates of children in America”
is, “based on fraudulent science”
is, “extremely complicated”
is, “changing the Arctic”
is, “destroying African farm land”
is, “affecting the ice cover in northern ocean waters”
is, “all due to cosmic rays rather than to man-made
greenhouse gases”
is, “solely attributable to man-made causes”
is_a, “unique and difficult problem”
is_a, “gender issue because it affects men and women
differently”
is_a, “liberal conspiracy”
is_an, “eco-fascist-communist-anarchist conspiracy”
is_an, “international hoax perpetrated by scientists”
is_an, “elaborate hoax”
is_the, “most critical challenge humanity has ever known”
is_the, “strongest argument we’ve ever had against
corporate capitalism”
is_one_of, “the challenges that faces the sustainability of
agriculture”
Type Example a CAUSE(PRO). Therefore EFFECT(PRO) b.1 CAUSE(PRO) so EFFECT(PRO) b.2 Because CAUSE(PRO), EFFECT(PRO)
EFFECT(PRO) because CAUSE(PRO) c.1 CAUSE(NOM) leads to EFFECT(NOM) (Also, cause,
result in, affect, contribute to, impact on, influence, produce) EFFECT(NOM) arises from CAUSE(NOM)
c.2 CAUSE(NOM) is the cause of EFFECT(NOM) the cause of EFFECT(NOM) is CAUSE(NOM) EFFECT(NOM) is the result of CAUSE(NOM) (effect, consequence) the result of CAUSE(NOM) is EFFECT(NOM) (effect, consequence) EFFECT(PRO) as a consequence of CAUSE(NOM)
c.3 EFFECT(NOM) is due to CAUSE(NOM) (because of) EFFECT(PRO) due to CAUSE(NOM) (because of)
d.1 CAUSE(PRO) and this leads to EFFECT(NOM). d.2 CAUSE(PRO), which leads to EFFECT(NOM).
Derived from Halliday and Matthiessen’s (2006) semantic analysis of the sequence and their grammatical analysis of the clause and the clause complex (Halliday and Matthiessen 2004).
:: TOPIC PROBABILITY VERB FILLER
PROBABILITY==NULL, certainly, probably, definitely
VERB==causes, leads to, results in, affects,
contributes to, impacts on, influences, produces
Nominals “climate change”, “global warming”, “the changing climate”, “the earth warming”, “the fact that the climate is changing”, “the way in which the climate is changing”
Processes “climate change is getting worse”, “climate change is happening”, “global warming is happening”, “the climate is changing”, “the earth is getting warmer”, “the earth is warmer”, “the rate of climate change is increasing”
• Generated 2391 realizations of causality. • Most were with TOPIC expressed as a nominal phrase. • Most were of our type c, i.e. verbs in active and passive forms,
and in present, present continuous, present perfect and future tenses.
• These were combined with different ways to refer to the phenomenon of climate change, giving 14,393 queries.
Query Hits Query Hits cause(s) climate change 1000 contribute(s) to global
warming 1000
contribute(s) to climate change
1000 is/are causing global warming
1000
impact(s) on climate change
472 cause(s) global warming 999
is/are causing climate change
342 global warming is caused by 695
climate change is caused by 321 impact(s) on global warming 341 affect(s) climate change 268 is/are contributing to global
warming 295
is/are contributing to climate change
165 lead(s) to global warming 260
lead(s) to climate change
116 affect(s) global warming 121
influence(s) climate change 109 global warming is due to 117 climate change is due to 74 the cause of global warming
is 103
TOTAL 3867 TOTAL 4931
For the four combinations of “climate change” and “global warming”, as CAUSE and as EFFECT, the top 10 queries account for more than 50% of all hits; the top 30 queries account for more than 90% of all hits.
cause, is causing, (which) is caused by, is being caused by, has caused, (which) has been caused by, will cause
affect, is affecting, is affected by, has affected, will affect
lead to, has led to, is leading to, will lead to
produce, has produced, is producing, will produce
result in, has resulted in, is resulting in, will result in
contribute to, has contributed to, is contributing to
impact on, is impacted by
influence, is influencing
arise from
as a consequence of, because of, due to
is|are due to
is|are the main cause(s) of
... that the increasing concentration of carbon dioxide
in the atmosphere leads to climate change” Martin Rees,
president of Britain’s Royal Society, said in a press
release...]
... I believe climate change is due to a combination of
factors, including natural cycles, sun spots, and human
activity. But scientists still don't know for certain how
much each of these factors contributes to the overall
climate ...
“climate change” “global warming” The causes of…
2564 fragments 21,727 tokens
6713 fragments 28,593 tokens
The effects of…
4072 fragments 33,248 tokens
3816 fragments 30,101 tokens
Processing of text fragments
1) Get top 50 keywords from each file (log-likelihood w.r.t. BNC)
2) Get n-grams (2<=n<=6, frequency > 20)
3) Merge results for “climate change” and “global warming”
4) From keyword lists, remove stop words (“that”, “don’t”, …), words that appear in n-grams (“emissions”, “extreme”, …), and words that appear in the topics (“global”, “climate”)
5) From n-grams, remove any containing stop words and any sub-strings, e.g. “weather events” where “extreme weather events” is also present
Extracted causes of cc/gw
(humans, mankind, man, human activity, human activities, human
beings), (pollution, pollutants), (carbon emissions, CO2 emissions,
carbon dioxide emissions), (GHG, greenhouse gases, greenhouse gas
emissions), (fossil fuels, oil, coal), methane, deforestation
actions (human actions), behavior (human behavior), burning (burning
fossil fuels), heat (heat trapping gases), natural (natural processes,
natural cycles), solar (solar variation, solar activity)
reduce, reducing, energy, atmosphere, scientists, believe, Academy,
Sun, evidence, percent, scientific consensus, man made
Extracted effects of cc/gw
(extreme weather events, disasters), (flooding, floods), (storms,
hurricanes, Hurricane Katrina), Blackouts, (drought, droughts), rising
sea levels, extinction
temperatures (rising temperatures), food (food shortages), biodiversity
(biodiversity loss), winters (cold winters), glaciers (glaciers melting)
species, Arctic, rise, oceans, ecosystems, rainfall, frequent, snow,
warmer, world, world’s, future, planet, increase, people, frequent,
extinct, Gore, melt, water resources, sea ice, polar bears, ice caps,
weather patterns
Ongoing work
• Processing 3,000 crawled blogs, to extract date, author, text content and links
• A semi-automatic tool to create groups of related statements
• The induction of local grammars from n-grams around “climate change”, as a basis for statement extraction templates
For discussion…
• Sufficient regularity / repetition in how statements about climate change are expressed for portable key statement extraction? – What about statements about mitigation policy, etc.?
• What to do with key statements about the causes and effects of climate change? – Classify blog posts and bloggers
– Analyse patterns of information diffusion and polarisation
• How to define and automatically identify “relatedness” of statements? – Exploit semi-structure of key statements?
– Paraphrase / entailment detection?
– Evidence of relatedness from social network structures?
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Halliday, M.A.K. and Matthiessen, C. M. I. M. (2006). Construing Experience Through Meaning: A Language-Based Approach to Cognition (study edition). Continuum, London.
Mesquita, F. and Barbosa, D. (2011). Extracting Meta Statements from the Blogosphere. In Procs. International Conference on Weblogs and Social Media 2011.
Pasca, M. et al. (2006). Organizing and Searching the World Wide Web of Facts - Step One: the One-Million Fact Extraction Challenge. Procs. AAAI: 1400–1405.
Salway, A., Kelly, L., Skadiņa, I. and Jones, G. (2010). Portable Extraction of Partially Structured Facts from the Web. In H. Loftsson, E. Rögnvaldsson and S. Helgadóttir (eds.). Lecture Notes in Artificial Intelligence 6233. Springer, Heidelberg.
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