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Despite the critical acclaim " Ulysses " received , its rise within the Tennyson canon took decades . Tennyson did not usually select it for publication in poetry anthologies ; in teaching anthologies , however , the poem was usually included — and it remains a popular teaching poem today . Its current prominence in T... | 1 |
Baker was born in Long Beach , California and raised in what he considered a " stifling , Republican Southern Californian household " . Rebelling against his parents , he became attracted to the fringe elements of society , including beatniks ( anyone living as a bohemian , acting rebelliously , or appearing to advoca... | 1 |
Mosley won a vote of confidence at an Extraordinary General Meeting of the FIA on 3 June 2008 , with 103 votes in support and 55 against , with seven abstentions and four invalid votes . Several clubs , including the ADAC , AAA and KNAF considered withdrawal from the FIA after the decision . Other formerly critical or... | 1 |
In the DVD documentary The Thunderbirds Companion , Anderson explained how a rise in filming costs had made overseas distribution revenue even more important and essentially caused Thunderbirds to be made " as an American show " . During the character development and voice casting process , the Andersons ' main priori... | 1 |
Logic was introduced into AI research as early as 1958 , by John McCarthy in his Advice Taker proposal . In 1963 , J. Alan Robinson had discovered a simple method to implement deduction on computers , the resolution and unification algorithm . However , straightforward implementations , like those attempted by McCarth... | 1 |
In 1939 , as the occupation regime was being established , the Nazis confiscated Polish state property and much private property . Countless art objects were looted and taken to Germany , in line with a plan that had been drawn up well in advance of the invasion . The looting was supervised by experts of the SS @-@ Ah... | 1 |
Critical reception of " The Wave " was generally positive . Adam Markovitz of Entertainment Weekly named it one of the best tracks on Happy to You , while Will Salmon of Clash and Amber Genuske of The Huffington Post called it a standout . Exclaim ! ' s Ashley Hampson deemed it " incredibly catchy " , writing that it ... | 1 |
The Miami Hurricanes entered the Peach Bowl with a record @-@ breaking offense that set the school mark for the most accumulated yards in school history with a total offensive mark of 3 @,@ 756 yards . Leading the aerial portion of the Miami offense was sophomore quarterback Jim Kelly , who completed 109 of 206 passes... | 1 |
For people who are not eligible for a stem cell transplant , immunotherapy with a combination of histamine dihydrochloride ( Ceplene ) and interleukin 2 ( Proleukin ) after the completion of consolidation has been shown to reduce the absolute relapse risk by 14 % , translating to a 50 % increase in the likelihood of m... | 1 |
In his 1995 survey of cricket laws , Gerald Brodribb states : " No dismissal has produced so much argument as lbw ; it has caused trouble from its earliest days " . Owing to its complexity , the law is widely misunderstood among the general public and has proven controversial among spectators , administrators and comm... | 1 |
= E. W. Hornung =
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According to data from the United Kingdom Census 2001 , Oldham had a total resident population of 103 @,@ 544 , making it the 55th most populous settlement in England , and the 5th most populous settlement of the Greater Manchester Urban Area . This figure in conjunction with its area provides Oldham with a population... | 1 |
Carlo Vittorio Amedeo delle Lanze ( April 10 , 1747 ) – Cardinal @-@ Priest of S. Prassede ; titular archbishop of Nicosia
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Instead , the group agreed to use the tour 's satellite dish to conduct live video transmissions from their concerts to Carter in Sarajevo . Carter returned to the city and assembled a video unit . The band purchased a satellite dish to be sent to Sarajevo and paid a £ 100 @,@ 000 fee to join the European Broadcasting... | 1 |
Construction of the 600 m ( 2 @,@ 000 ft ) Taff Viaduct ( Welsh : Traphont Tâf ) includes a dual @-@ carriageway roadway plus a foot and cycle path . South Glamorgan County Council was the local authority in charge of the project at the time and construction of the viaduct began in March , 1991 . The Taff Viaduct cros... | 1 |
From January to May 2014 , Joint Task Force Sapper 's mission in theater was " Joint Task Force Sapper partners with ANA engineers to enable their independent operations and support the redeployment and retrograde of Coalition Forces through expeditionary construction and deconstruction across the CJOA @-@ A in order ... | 1 |
Christopher Monfette of IGN gave Solid State Society an " Impressive " score of 8 @.@ 0 out of 10 , stating that it was " A worthwhile watch " . Carl Kimlinger of Anime News Network gave the film a " B " rating , calling it a " swift @-@ moving futuristic crime film with some clever science @-@ fiction twists and soli... | 1 |
In particular , he forms a close friendship with archaeologist James Moon ( Kenneth Branagh ) , another veteran , who like Birkin has been emotionally scarred by the war . Moon is employed in the village under the same bequest , working to uncover a mysterious lost grave , but is more interested in discovering the rem... | 1 |
Dr Ralph Jackson , Senior Curator of Romano @-@ British Collections at the British Museum , has described the helmet as " ... an immensely interesting and outstandingly important find ... Its face mask is both extremely finely wrought and chillingly striking , but it is as an ensemble that the helmet is so exceptional... | 1 |
John " Johnny " McNichol ( 20 August 1925 – 17 March 2007 ) was a Scottish footballer who played more than 500 games in the Football League in England . An inside forward , he played more than 150 games for Brighton & Hove Albion and more than 200 for each of Chelsea and Crystal Palace .
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syād @-@ asti — in some ways , it is ,
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magnetic data evidence suggesting that Europa , Ganymede and Callisto have a liquid @-@ saltwater layer under the visible surface ;
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= Mycena galericulata =
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Singest of summer in full @-@ throated ease . 10
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Turner describes Van Morrison 's early life as George Ivan Morrison on Hyndford Street in Belfast . " I 'm definitely Irish " , Van Morrison is quoted as stating in the book . He asserts that Van Morrison was affected by his mother 's religious conversion to the Jehovah 's Witnesses when he was a child . Turner states... | 1 |
5Xe )
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Gibson Guitar Corporation , whose guitar likenesses have appeared in the Guitar Hero series from the first game to Guitar Hero Aerosmith , informed Activision on January 7 , 2008 , that it believed the games infringe its U.S. Patent 5 @,@ 990 @,@ 405 . Gibson claimed that this covers technology that simulates a concer... | 1 |
It is in fact likely that a very large percentage of the " white " population reported in the 1850 census was of partially Native American ancestry . Many men of mixed racial ancestry became respected members of " white " society . William W. Warren , for example , was the son of an American entrepreneur ( who hailed ... | 1 |
All the high reliefs of the portals of the cathedral were inspired by the work of Flemish painter Peter Paul Rubens .
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The 2nd Devons arrived at 08 : 15 , while the beach was still under heavy fire . One company stayed to help with the assault on Le Hamel , while the rest moved to capture the village of Ryes astride the road to Bayeux . Ryes was captured at around 16 : 30 . The 1st Dorsets attacked a German position on the beach at La... | 1 |
The Beetons decided to revamp The Englishwoman 's Domestic Magazine , particularly the fashion column , which the historian Graham Nown describes as " a rather drab piece " . They travelled to Paris in March 1860 to meet Adolphe Goubaud , the publisher of the French magazine Le Moniteur de la Mode . The magazine carri... | 1 |
During the 1950s and 1960s the South Florida metropolitan area grew four times as fast as the rest of the nation . Between 1940 and 1965 , 6 million people moved to south Florida : 1 @,@ 000 people moved to Miami every week . Urban development between the mid @-@ 1950s and the late 1960s quadrupled . Much of the water... | 1 |
= Norsk Spisevognselskap =
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WASP @-@ 13 is a sunlike G @-@ type star located in the Lynx constellation . Measurements taken by FIES and SOPHIE did not constrain the mass , radius , or age well ; however , a later 2011 study using the Liverpool Telescope better @-@ constrained those parameters . The star 's mass is estimated at 1 @.@ 09 times the... | 1 |
On February 8 , 2009 , Rihanna was reported to have been involved in an altercation with her boyfriend , Chris Brown . He allegedly punched Rihanna and threatened to kill her . Brown turned himself in to the police and pleaded guilty to misdemeanor assault during the trial . August Brown called the murder ballad theme... | 1 |
The Morey Amsterdam Show , a comedy / variety show hosted by Morey Amsterdam , which started on CBS before moving to DuMont in 1949
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The Ustaše began to impose the new laws on the Serb population of the NDH . On 28 May , a group of ten young Ustaše students from the University of Zagreb arrived in Trebinje and began removing signs written in the Cyrillic script used by Serbs . On 1 June , in several towns and villages in eastern Herzegovina , Serbs... | 1 |
Religious scholar Catherine Wessinger posits that the suicides began on March 22 . Most members took barbiturates and alcohol and then placed bags over their heads . They wore Nike shoes and black uniforms with patches that read " Heaven 's Gate Away Team " . A bag that contained a few dollars and a form of identifica... | 1 |
Between 1995 and 2004 there were 2 @,@ 630 accidents involving GA aircraft , of which 139 were fatal , resulting in the loss of 317 lives . The majority of accidents involved small fixed @-@ wing aircraft engaged in private flights , and analysis attributes the most common causes of these to : flight handling skills ;... | 1 |
" Zionist orientations " , Scandinavian Journal of Development Alternatives 9 ( March 1990 ) 1 @.@ p . 41 @-@ 69
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The light cruiser Komintern collided with her in May 1932 , shortly after her commissioning , and badly damaged her bow . It was extensively rebuilt and increased her overall length by over 11 metres ( 36 ft ) . In 1933 she made port visits in Turkey , Greece and Italy .
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The noisy miner is endemic to eastern and south @-@ eastern Australia , occupying a broad arc from Far North Queensland where there are scattered populations , to New South Wales where it is widespread and common from the coast to a line from Angledool to Balranald , through Victoria into south @-@ eastern South Austr... | 1 |
In the preface of The Archaeology of Ritual and Magic , Merrifield noted that the book 's bias was to the archaeology of London , and that this was particularly evident in its use of illustrations . He dedicated the book to the memory of H.S. Toms , the former Curator of Brighton Museum and a one @-@ time assistant to... | 1 |
Nicholas Jordan as a comedian
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The Banadir Stadium and Konis Stadium are two other major sporting facilities in the capital . In 2013 , the Somali Football Federation launched a renovation project at the Konis facility , during which artificial football turf contributed by FIFA was installed at the stadium . The Ex @-@ Lujino basketball stadium in ... | 1 |
Once at Ctesiphon , Odaenathus immediately began the siege of the well @-@ fortified winter residence of the Persian kings ; severe damage was inflicted upon the surrounding areas due to the battles with Persian troops . The city held its ground and the logistical problems of fighting in enemy 's land probably prompte... | 1 |
Over 270 bird species have been observed in central Idaho , including 36 accidental species – those that are not normally found in the region but have been observed on at least one occasion . Golden eagles and greater sage @-@ grouse can be found over sagebrush steppe , whereas bald eagles can be seen along rivers . T... | 1 |
Writing Kannada literature in native metres was first popularised by the court poets . These metres were the sangatya , compositions sung to the accompaniment of a musical instrument ; shatpadi , six @-@ line verses ; ragale , lyrical compositions in blank verse ; and tripadi , three @-@ line verses . However , Jain w... | 1 |
Sang Pencerah , produced to coincide with Muhammadiyah 's centenary , was announced in November 2009 . It was meant to be historically accurate , with much of the Rp . 12 billion ( US $ 1 @.@ 3 million ) budget paying for period costumes and sets . However , as documentation on the early years of Dahlan 's life is lac... | 1 |
John then went to France , although Philip II was annoyed at being excluded from the decision of Isabella 's marriage . Matilda I , Countess of Nevers , Erard II of Chacenay , Albert , Abbot of Vauluisant and other local potentates asked John to intervene in their conflicts , indicating that he was esteemed in his hom... | 1 |
The Hong Kong Observatory issued a number 8 warning signal , indicating the potential for gale force winds within the territory . At Hong Kong International Airport , at least 100 flights were canceled or delayed . Most ferry and some bus lines were temporarily suspended . The threat of the storm caused 16 flights to ... | 1 |
Cristina initially had well @-@ established upper @-@ level outflow . It failed to reach hurricane status , peaking with maximum sustained winds of 65 mph ( 105 km / h ) due to movement of its associated upper @-@ level anticyclone to the north over Mexico which caused Cristina to be exposed to easterly vertical wind ... | 1 |
As his first activity , Burns has Homer throw silver dollars from the top of a tall building , which instead of winning him popularity just causes injuries and terrifies the crowds below . Next , he writes out a check and tells Homer to donate it to the Springfield Hospital , but Homer is mistakenly believed to be the... | 1 |
Lois Maxwell as Miss Moneypenny : M 's secretary .
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By 1870 , Old Pine Church was primarily used by the Brethren denomination . Around 1870 , the Nicholas congregation of Brethren was worshiping at the church and was led by Dr. Leatherman . According to the Beaver Run Church Book , membership at Old Pine Church was 78 in 1879 and numbered 100 in 1881 . The Beaver Run c... | 1 |
Commonsense knowledge and reasoning . Many important artificial intelligence applications like vision or natural language require simply enormous amounts of information about the world : the program needs to have some idea of what it might be looking at or what it is talking about . This requires that the program know... | 1 |
Over doors to the north : " DEATH IS THE GATE OF LIFE / 1914 – 1918 "
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= Derfflinger @-@ class battlecruiser =
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Barker continued to attend evening classes at the Croydon Art School between the 1920s and the 1940s , eventually receiving a teaching position . She took sketching trips to Amberley and Storrington in Sussex and to Cornwall and the southern coast with family and friends . She visited and stayed with artist Margaret T... | 1 |
For the Diamonds World Tour , Rihanna performed " Man Down " in a Caribbean @-@ theme section of the show , which also included " You da One " , " No Love Allowed " , " What 's My Name ? " and " Rude Boy " . James Lachno of The Telegraph highlight the Caribbean @-@ themed section as the show 's highlight . Manchester ... | 1 |
In the mid @-@ 1970s Olivier became increasingly involved in television work , a medium of which he was initially dismissive . In 1973 he provided the narration for a 26 @-@ episode documentary , The World at War , which chronicled the events of the Second World War , and won a second Emmy Award for Long Day 's Journe... | 1 |
Not all of the members of the administration agreed that an invasion of Cambodia was either militarily or politically expedient . Secretary of Defense Melvin R. Laird and Secretary Rogers were both opposed to any such operation due to their belief that it would engender intense domestic opposition in the U.S. and that... | 1 |
With his 10 catch , 199 yard performance , Julio Jones set Alabama single @-@ season records for both receptions and receiving yards in eclipsing the previous marks of 67 receptions by D. J. Hall in 2007 and 1 @,@ 056 yards by Hall in 2006 . The loss ended a 20 @-@ game home winning streak for the Tide dating back to ... | 1 |
Saprang and Sonthi started planning for the coup 7 to 8 months in advance , in approximately February 2006 . Coup planning occurred prior to the April 2006 elections , during Thaksin 's controversial sale of Shin Corporation to Temasek Holdings and the peak of the People 's Alliance for Democracy 's campaign to oust t... | 1 |
The Secret of Monkey Island was the fifth Lucasfilm Games project powered by the SCUMM engine , originally developed for Maniac Mansion . The company had gradually modified the engine since its creation . For Maniac Mansion , the developers hard coded verb commands in the SCUMM scripting language . These commands beco... | 1 |
Warren is a poet , and the author of two books , including Mi Base side orn Pitcairn ( " My Favourite Place on Pitcairn " ) , written with children on Pitcairn Island . It is the first book written and published in Pitkern and English .
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916th Grenadier Regiment : covered Omaha and the westernmost part of Gold
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Liu Kang specializes in kicks , with his most common move being flying across the screen and connect with a kick to the opponent 's torso . Another such move is the " Bicycle Kick " in which Liu Kang flies across the screen with a series of multiple kicks to the opponent 's torso resembling pedaling a bicycle , hence ... | 1 |
An astragalus ( ankle bone ) thought to belong to a species of Allosaurus was found at Cape Paterson , Victoria in Early Cretaceous beds in southeastern Australia . It was thought to provide evidence that Australia was a refugium for animals that had gone extinct elsewhere . This identification was challenged by Samue... | 1 |
Eventually the earliest successful expert systems , such as XCON , proved too expensive to maintain . They were difficult to update , they could not learn , they were " brittle " ( i.e. , they could make grotesque mistakes when given unusual inputs ) , and they fell prey to problems ( such as the qualification problem... | 1 |
The men who removed this rock were called " high scalers " . While suspended from the top of the canyon with ropes , the high @-@ scalers climbed down the canyon walls and removed the loose rock with jackhammers and dynamite . Falling objects were the most common cause of death on the dam site ; the high scalers ' wor... | 1 |
A tropical wave spawned a tropical depression between the Lesser Antilles and Cape Verde on August 7 . It slowly strengthened and became Tropical Storm Diane on August 9 . After a Fujiwhara interaction with Hurricane Connie , Diane curved northward or north @-@ northeastward and quickly deepened . By early on August 8... | 1 |
Since the nucleus is the site of transcription , it also contains a variety of proteins that either directly mediate transcription or are involved in regulating the process . These proteins include helicases , which unwind the double @-@ stranded DNA molecule to facilitate access to it , RNA polymerases , which synthe... | 1 |
Pernick and Wilder highlight eight major clean technology sectors : solar power , wind power , biofuels , green buildings , personal transportation , the smart grid , mobile applications , and water filtration . Six major forces , which they call the six C ’ s , are pushing clean technology into the mainstream : costs... | 1 |
3 ) , zinkenite , jamesonite , and boulangerite . Antimony pentasulfide is non @-@ stoichiometric and features antimony in the + 3 oxidation state and S @-@ S bonds . Several thioantimonides are known , such as [ Sb
| 1 |
The science of stellar spectroscopy was pioneered by Joseph von Fraunhofer and Angelo Secchi . By comparing the spectra of stars such as Sirius to the Sun , they found differences in the strength and number of their absorption lines — the dark lines in a stellar spectra caused by the atmosphere 's absorption of specif... | 1 |
Monsieur Bertin was exhibited at the 1833 Salon alongside his 1807 Portrait of Mme Devauçay . It met with near universal praise to become his most successful artwork to that point . It sealed his reputation as a portraitist , reaching far enough into public consciousness to become a standard for newspaper political sa... | 1 |
The entirety of modern @-@ day NY 164 was originally designated as NY 312 in the 1930 renumbering of state highways in New York . When the NY 312 designation was shifted south to its current location in the town of Southeast c . 1937 , its former routing in Patterson became part of an extended NY 216 , which connected... | 1 |
FRELIMO attack groups had also begun to grow in size to include over 100 soldiers in certain cases , and the insurgents also began to accept women fighters into their ranks . On either October 10 or October 11 , 1966 , on returning to Tanzania after inspecting the front lines , Filipe Samuel Magaia was shot dead by Lo... | 1 |
Like the Storm II , the Mark III was initially available only to the military with versions set to be delivered to the Israel Police in 2009 . A civilian version would only be released if the local tax code was modified to allow it to compete with foreign imports of the same class . AIL states that if such a thing wou... | 1 |
Green background indicates win ( 2 points ) .
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Simone 's music has been featured in soundtracks of various motion pictures and video games , including but not limited to , La Femme Nikita ( 1990 ) , Point of No Return ( 1993 ) , The Big Lebowski ( 1998 ) , Notting Hill ( 1999 ) , Any Given Sunday ( 1999 ) , The Thomas Crown Affair ( 1999 ) , Disappearing Acts ( 20... | 1 |
" Who Am I " was released to Christian adult contemporary , Christian CHR , and Soft AC / Inspirational radio on January 22 , 2004 as the second single from the band 's debut album . It spent six weeks atop the Billboard Christian Songs songs chart and two weeks atop the Hot Christian AC chart . It also simultaneously... | 1 |
Freshly motivated by the playoff defeat , Jordan trained aggressively for the 1995 – 96 season . Strengthened by the addition of rebound specialist Dennis Rodman , the Bulls dominated the league , starting the season 41 – 3 , and eventually finishing with the then @-@ best regular season record in NBA history ( later ... | 1 |
Principal photography began in August 2011 in Louisiana . On November 22 , 2011 , a crew member died in an accident at a New Orleans warehouse that was serving as a soundstage for the production . The incident happened while crew members were changing out a set . The battle on the Himalayas was shot in a New Orleans w... | 1 |
The rioting was sparked by allegations of sexual assault on Han women by Uyghurs , and rumours of an incident in which two female Han workers were sexually assaulted by six Uyghur co @-@ workers at the factory , according to Voice of America . The authorities said that the rumours were false , and had been initiated b... | 1 |
Walpole 's taste for adventure did not diminish in his last years . In 1939 he was commissioned to report for William Randolph Hearst 's newspapers on the funeral in Rome of Pope Pius XI , the conclave to elect his successor , and the subsequent coronation . A fellow correspondent was Tom Driberg , whose memoirs tell ... | 1 |
With Benson 's help , Walpole had come to terms with the loss of his faith . Somerset Walpole , himself the son of an Anglican priest , hoped that his eldest son would follow him into the ministry . Walpole was too concerned for his father 's feelings to tell him he was no longer a believer , and on graduation from Ca... | 1 |
The canals proposed by Wright were unsuccessful in making the lands south of Lake Okeechobee fulfill the promises made by real estate developers to local farmers . The winter of 1922 was unseasonably wet and the region was underwater . The town of Moore Haven received 46 inches ( 1 @,@ 200 mm ) of rain in six weeks in... | 1 |
The first description of a procedure for isolating antimony is in the book De la pirotechnia of 1540 by Vannoccio Biringuccio ; this predates the more famous 1556 book by Agricola , De re metallica . In this context Agricola has been often incorrectly credited with the discovery of metallic antimony . The book Currus ... | 1 |
Fantasy fiction author John Shirley is credited in making three Hellblazer novels , including the novelisation of the Constantine film . The novel Hellblazer : War Lord features Constantine talking about " another John Constantine in an alternate universe , [ who ] has black hair and lives most of his life in Los Ange... | 1 |
After working up , the ship was briefly assigned to Western Approaches Command on escort duties before she was transferred to the 18th Destroyer Flotilla at Freetown , Sierra Leone , where she arrived on 28 April . Boreas remained there until she joined Convoy HG 70 on 10 August at Gibraltar . The ship rescued survivo... | 1 |
During the group stages of their campaign , Somerset achieved a number of large victories . They won by eight wickets against Warwickshire and Middlesex , and by more than a hundred runs against Kent and Scotland . Their match against Middlesex at Lord 's was marred by some controversy , after Somerset were allowed to... | 1 |
= Plain maskray =
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British Home Championship winner : 1938 – 39 ( shared ) , 1946 – 47 , 1947 – 48
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The first commandment , according to Church teaching , " means that [ followers ] must worship and adore God alone because God is alone . " The Catechism explains that this prohibits idolatry , providing examples of forbidden practices such as the worship of any creature , and of " ' demons ... power , pleasure , race... | 1 |
With the recognition that 2002 – 03 would be Jordan 's final season , tributes were paid to him throughout the NBA . In his final game at his old home court , the United Center in Chicago , Jordan received a four @-@ minute standing ovation . The Miami Heat retired the number 23 jersey on April 11 , 2003 , even though... | 1 |
A freeway running north of Novi to the Davisburg area was included in the original Interstate Highway plans for Michigan . Originally included in the corridor for I @-@ 275 , the Michigan Highway Commission canceled the northern section of the highway on January 26 , 1977 , after it spent $ 1 @.@ 6 million ( equivalen... | 1 |
Palmer , Dave Richard ( 1978 ) . Summons of the Trumpet : The History of the Vietnam War from a Military Man 's Viewpoint . New York : Ballantine .
| 1 |
Uprising 's story begins after the events of Halo 2 , in which the alien collective known as the Covenant discovers the location of Earth and begins a full @-@ scale invasion of their enemy 's homeworld . The supersoldier Master Chief is stowed away aboard an ancient Forerunner ship . On a course set for Earth , he is... | 1 |
End of preview. Expand in Data Studio
WIKITEXT - Machine Unlearning + MIA Evaluation Dataset (Length-Filtered)
This dataset is prepared for evaluating machine unlearning methods on fine-tuned LLMs using Membership Inference Attacks (MIAs).
Dataset Splits
Training Sets (for Unlearning)
retain_set(9,000 samples): Data to retain during unlearningforget_set(1,000 samples): Data to unlearn
Evaluation Sets (for MIA) - Length-Filtered
WikiText Length Variants
96 tokens (~96±10 tokens): Medium passages
128 tokens (~128±10 tokens): Long passages (recommended)
192 tokens (~192±10 tokens): Very long passages
retain_eval_96,forget_eval_96: ~96 token versionsretain_eval_128,forget_eval_128: ~128 token versions (recommended)retain_eval_192,forget_eval_192: ~192 token versions
Evaluation Dataset Structure
Each evaluation dataset (up to 700 samples) has the following structure:
| Index Range | Source | Membership | Label |
|---|---|---|---|
| 0-349 | Fine-tuning dataset subset | Member | 1 |
| 350-699 | Raw test split | Non-member | 0 |
Note: Actual sample counts may vary based on availability of samples matching the length criteria.
Length Filtering
All evaluation splits are filtered to match specific token lengths (±10 tokens tolerance). This length-matching prevents the model from using sequence length as a signal for membership inference, following the methodology from the Win-k MIA paper.
Usage
from datasets import load_dataset
# Load all splits
dataset = load_dataset("h0ssn/wikitext-unlearning-mia")
# Access training sets
retain_set = dataset["retain_set"]
forget_set = dataset["forget_set"]
# Access evaluation sets by length (use largest available for best results)
# These split names vary by dataset - check available splits
print(dataset.keys())
Use Case
This dataset is designed for:
- Machine Unlearning: Train models to "forget" the forget_set while retaining performance on retain_set
- MIA Evaluation: Measure membership leakage before/after unlearning using the evaluation splits
- Privacy Research: Study the effectiveness of unlearning methods in protecting data privacy
- Length-Controlled MIA: Evaluate MIA attacks without length-based confounding factors
Citation
If you use this dataset, please cite the Win-k MIA paper which established the length-filtering methodology.
License
Please refer to the original dataset's license.
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