Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
License:
text stringlengths 6 284 | label int64 0 1 |
|---|---|
a stirring , funny and finally transporting re-imagining of beauty and the beast and 1930s horror films
| 1 |
apparently reassembled from the cutting-room floor of any given daytime soap .
| 0 |
they presume their audience wo n't sit still for a sociology lesson , however entertainingly presented , so they trot out the conventional science-fiction elements of bug-eyed monsters and futuristic women in skimpy clothes .
| 0 |
jonathan parker 's bartleby should have been the be-all-end-all of the modern-office anomie films .
| 1 |
campanella gets the tone just right -- funny in the middle of sad in the middle of hopeful .
| 1 |
a fan film that for the uninitiated plays better on video with the sound turned down .
| 0 |
béart and berling are both superb , while huppert ... is magnificent .
| 1 |
a little less extreme than in the past , with longer exposition sequences between them , and with fewer gags to break the tedium .
| 0 |
the film is strictly routine .
| 0 |
a lyrical metaphor for cultural and personal self-discovery and a picaresque view of a little-remembered world .
| 1 |
the most repugnant adaptation of a classic text since roland joffé and demi moore 's the scarlet letter .
| 0 |
for something as splendid-looking as this particular film , the viewer expects something special but instead gets -lrb- sci-fi -rrb- rehash .
| 0 |
this is a stunning film , a one-of-a-kind tour de force .
| 1 |
may be more genial than ingenious , but it gets the job done .
| 1 |
if the tuxedo actually were a suit , it would fit chan like a $ 99 bargain-basement special .
| 0 |
final verdict : you 've seen it all before .
| 0 |
you ... get a sense of good intentions derailed by a failure to seek and strike just the right tone .
| 0 |
a slick , engrossing melodrama .
| 1 |
a wretched movie that reduces the second world war to one man 's quest to find an old flame .
| 0 |
will undoubtedly play well in european markets , where mr. besson is a brand name , and in asia , where ms. shu is an institution , but american audiences will probably find it familiar and insufficiently cathartic .
| 0 |
lacks the inspiration of the original and has a bloated plot that stretches the running time about 10 minutes past a child 's interest and an adult 's patience .
| 0 |
the santa clause 2 proves itself a more streamlined and thought out encounter than the original could ever have hoped to be .
| 1 |
the film is moody , oozing , chilling and heart-warming all at once ... a twisting , unpredictable , cat-and-mouse thriller .
| 1 |
too bad .
| 0 |
a strong first act and absolutely , inescapably gorgeous , skyscraper-trapeze motion of the amazing spider-man .
| 1 |
gooding offers a desperately ingratiating performance .
| 0 |
a well-intentioned effort that 's still too burdened by the actor 's offbeat sensibilities for the earnest emotional core to emerge with any degree of accessibility .
| 0 |
an edgy thriller that delivers a surprising punch .
| 1 |
` what 's the russian word for wow !? '
| 1 |
lurid and less than lucid work .
| 0 |
with its parade of almost perpetually wasted characters ... margarita feels like a hazy high that takes too long to shake .
| 0 |
i could just feel the screenwriter at every moment ` tap , tap , tap , tap , tapping away ' on this screenplay .
| 0 |
overall , cletis tout is a winning comedy that excites the imagination and tickles the funny bone .
| 1 |
you live the mood rather than savour the story .
| 1 |
the movie is so thoughtlessly assembled .
| 1 |
some body is a shaky , uncertain film that nevertheless touches a few raw nerves .
| 1 |
it 's a very sincere work , but it would be better as a diary or documentary .
| 1 |
and it 's a lousy one at that .
| 0 |
it 's an entertaining movie , and the effects , boosted to the size of a downtown hotel , will all but take you to outer space .
| 1 |
it is as uncompromising as it is nonjudgmental , and makes clear that a prostitute can be as lonely and needy as any of the clients .
| 1 |
compellingly watchable .
| 1 |
despite some comic sparks , welcome to collinwood never catches fire .
| 0 |
though jackson does n't always succeed in integrating the characters in the foreground into the extraordinarily rich landscape , it must be said that he is an imaginative filmmaker who can see the forest for the trees .
| 1 |
not only does spider-man deliver , but i suspect it might deliver again and again .
| 1 |
it 's worth taking the kids to .
| 1 |
without shakespeare 's eloquent language , the update is dreary and sluggish .
| 0 |
dense , exhilarating documentary .
| 1 |
... feels as if -lrb- there 's -rrb- a choke leash around your neck so director nick cassavetes can give it a good , hard yank whenever he wants you to feel something .
| 0 |
though a touch too arthouse 101 in its poetic symbolism , heaven proves to be a good match of the sensibilities of two directors .
| 1 |
superbly photographed and staged by mendes with a series of riveting set pieces the likes of which mainstream audiences have rarely seen .
| 1 |
a metaphor for a modern-day urban china searching for its identity .
| 1 |
it 's a square , sentimental drama that satisfies , as comfort food often can .
| 1 |
the wonderfully lush morvern callar is pure punk existentialism , and ms. ramsay and her co-writer , liana dognini , have dramatized the alan warner novel , which itself felt like an answer to irvine welsh 's book trainspotting .
| 1 |
admirers of director abel ferrara may be relieved that his latest feature , r xmas , marks a modest if encouraging return to form .
| 1 |
not once in the rush to save the day did i become very involved in the proceedings ; to me , it was just a matter of ` eh . '
| 0 |
an ugly-duckling tale so hideously and clumsily told it feels accidental .
| 0 |
becomes a bit of a mishmash : a tearjerker that does n't and a thriller that wo n't .
| 0 |
could i have been more geeked when i heard that apollo 13 was going to be released in imax format ?
| 1 |
this is a very ambitious project for a fairly inexperienced filmmaker , but good actors , good poetry and good music help sustain it .
| 1 |
more successful at relating history than in creating an emotionally complex , dramatically satisfying heroine
| 0 |
cho 's timing is priceless .
| 1 |
what elevates the movie above the run-of-the-mill singles blender is its surreal sense of humor and technological finish .
| 1 |
nicholson 's understated performance is wonderful .
| 1 |
the filmmakers know how to please the eye , but it is not always the prettiest pictures that tell the best story .
| 1 |
it 's unfortunate that wallace , who wrote gibson 's braveheart as well as the recent pearl harbor , has such an irrepressible passion for sappy situations and dialogue .
| 0 |
jackson shamefully strolls through this mess with a smug grin , inexplicably wearing a kilt and carrying a bag of golf clubs over one shoulder .
| 0 |
... a fascinating curiosity piece -- fascinating , that is , for about ten minutes .
| 0 |
over and over again .
| 0 |
nolan proves that he can cross swords with the best of them and helm a more traditionally plotted popcorn thriller while surrendering little of his intellectual rigor or creative composure .
| 1 |
this bond film goes off the beaten path , not necessarily for the better .
| 0 |
... its solemn pretension prevents us from sharing the awe in which it holds itself .
| 0 |
the drama discloses almost nothing .
| 0 |
a sham construct based on theory , sleight-of-hand , and ill-wrought hypothesis .
| 0 |
isabelle huppert excels as the enigmatic mika and anna mouglalis is a stunning new young talent in one of chabrol 's most intense psychological mysteries .
| 1 |
like its parade of predecessors , this halloween is a gory slash-fest .
| 1 |
perhaps the best sports movie i 've ever seen .
| 1 |
this pathetic junk is barely an hour long .
| 0 |
ou 've got to love a disney pic with as little cleavage as this one has , and a heroine as feisty and principled as jane .
| 1 |
this is a gorgeous film - vivid with color , music and life .
| 1 |
playing a role of almost bergmanesque intensity ... bisset is both convincing and radiant .
| 1 |
the trappings of i spy are so familiar you might as well be watching a rerun .
| 0 |
it treats ana 's journey with honesty that is tragically rare in the depiction of young women in film .
| 1 |
leigh makes these lives count .
| 1 |
ambitious , unsettling psychodrama that takes full , chilling advantage of its rough-around-the-edges , low-budget constraints .
| 1 |
the woodman seems to have directly influenced this girl-meets-girl love story , but even more reassuring is how its makers actually seem to understand what made allen 's romantic comedies so pertinent and enduring .
| 1 |
i could n't recommend this film more .
| 1 |
an inexperienced director , mehta has much to learn .
| 0 |
you can taste it , but there 's no fizz .
| 0 |
a reworking of die hard and cliffhanger but it 's nowhere near as exciting as either .
| 0 |
a moving tale of love and destruction in unexpected places , unexamined lives .
| 1 |
it has more than a few moments that are insightful enough to be fondly remembered in the endlessly challenging maze of moviegoing .
| 1 |
why ?
| 0 |
and that is where ararat went astray .
| 0 |
vincent gallo is right at home in this french shocker playing his usual bad boy weirdo role .
| 1 |
clockstoppers is one of those crazy , mixed-up films that does n't know what it wants to be when it grows up .
| 0 |
sandra bullock , despite downplaying her good looks , carries a little too much ai n't - she-cute baggage into her lead role as a troubled and determined homicide cop to quite pull off the heavy stuff .
| 0 |
its spirit of iconoclastic abandon -- however canned -- makes for unexpectedly giddy viewing .
| 1 |
a kilted jackson is an unsettling sight , and indicative of his , if you will , out-of-kilter character , who rambles aimlessly through ill-conceived action pieces .
| 0 |
i did n't find much fascination in the swinging .
| 0 |
but the nerve-raked acting , the crackle of lines , the impressive stagings of hardware , make for some robust and scary entertainment .
| 1 |
End of preview. Expand in Data Studio
Dataset used in the paper:
A thorough benchmark of automatic text classification From traditional approaches to large language models
https://github.com/waashk/atcBench
To guarantee the reproducibility of the obtained results, the dataset and its respective CV train-test partitions is available here.
Each dataset contains the following files:
- data.parquet: pandas DataFrame with texts and associated encoded labels for each document.
- split_<k>.pkl: pandas DataFrame with k-cross validation partition.
- For each fold <k>:
- train_fold_<k>.parquet: pandas DataFrame with texts and associated encoded labels for each document on the training split k (according to split_<k>.pkl)
- train_fold_<k>.parquet: pandas DataFrame with texts and associated encoded labels for each document on the testing split k (according to split_<k>.pkl)
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