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a stirring , funny and finally transporting re-imagining of beauty and the beast and 1930s horror films
| 4 |
apparently reassembled from the cutting-room floor of any given daytime soap .
| 1 |
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 .
| 1 |
the entire movie is filled with deja vu moments .
| 2 |
this is a visually stunning rumination on love , memory , history and the war between art and commerce .
| 3 |
um , no. .
| 2 |
jonathan parker 's bartleby should have been the be-all-end-all of the modern-office anomie films .
| 3 |
a fan film that for the uninitiated plays better on video with the sound turned down .
| 1 |
béart and berling are both superb , while huppert ... is magnificent .
| 4 |
a little less extreme than in the past , with longer exposition sequences between them , and with fewer gags to break the tedium .
| 1 |
a lyrical metaphor for cultural and personal self-discovery and a picaresque view of a little-remembered world .
| 3 |
the most repugnant adaptation of a classic text since roland joffé and demi moore 's the scarlet letter .
| 1 |
for something as splendid-looking as this particular film , the viewer expects something special but instead gets -lrb- sci-fi -rrb- rehash .
| 1 |
this is a stunning film , a one-of-a-kind tour de force .
| 4 |
there is a freedom to watching stunts that are this crude , this fast-paced and this insane .
| 3 |
if the tuxedo actually were a suit , it would fit chan like a $ 99 bargain-basement special .
| 1 |
as quiet , patient and tenacious as mr. lopez himself , who approaches his difficult , endless work with remarkable serenity and discipline .
| 4 |
final verdict : you 've seen it all before .
| 0 |
blue crush follows the formula , but throws in too many conflicts to keep the story compelling .
| 1 |
you ... get a sense of good intentions derailed by a failure to seek and strike just the right tone .
| 1 |
a slick , engrossing melodrama .
| 4 |
eccentric enough to stave off doldrums , caruso 's self-conscious debut is also eminently forgettable .
| 2 |
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 .
| 1 |
one of -lrb- jaglom 's -rrb- better efforts -- a wry and sometime bitter movie about love .
| 2 |
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 .
| 3 |
the film is moody , oozing , chilling and heart-warming all at once ... a twisting , unpredictable , cat-and-mouse thriller .
| 4 |
too bad .
| 1 |
a strong first act and absolutely , inescapably gorgeous , skyscraper-trapeze motion of the amazing spider-man .
| 4 |
gooding offers a desperately ingratiating performance .
| 1 |
you end up simply admiring this bit or that , this performance or that .
| 2 |
analyze that regurgitates and waters down many of the previous film 's successes , with a few new swings thrown in .
| 2 |
there 's a neat twist , subtly rendered , that could have wrapped things up at 80 minutes , but kang tacks on three or four more endings .
| 2 |
what with the incessant lounge music playing in the film 's background , you may mistake love liza for an adam sandler chanukah song .
| 2 |
` what 's the russian word for wow !? '
| 3 |
you might say tykwer has done all that heaven allows , if you wanted to make as anti-kieslowski a pun as possible .
| 2 |
otto-sallies has a real filmmaker 's eye .
| 3 |
a portrait of an artist .
| 2 |
once again , the intelligence of gay audiences has been grossly underestimated , and a meaty plot and well-developed characters have been sacrificed for skin and flash that barely fizzle .
| 2 |
with a confrontational stance , todd solondz takes aim on political correctness and suburban families .
| 2 |
many of the effective horror elements are dampened through familiarity , -lrb- yet -rrb- are worthwhile .
| 2 |
with its parade of almost perpetually wasted characters ... margarita feels like a hazy high that takes too long to shake .
| 1 |
overall , cletis tout is a winning comedy that excites the imagination and tickles the funny bone .
| 4 |
you live the mood rather than savour the story .
| 3 |
the movie is so thoughtlessly assembled .
| 3 |
here polanski looks back on those places he saw at childhood , and captures them by freeing them from artefact , and by showing them heartbreakingly drably .
| 2 |
it 's a very sincere work , but it would be better as a diary or documentary .
| 3 |
while american adobo has its heart -lrb- and its palate -rrb- in the right place , its brain is a little scattered -- ditsy , even .
| 1 |
unfolds with such a wallop of you-are-there immediacy that when the bullets start to fly , your first instinct is to duck .
| 4 |
and it 's a lousy one at that .
| 0 |
it 's not too fast and not too slow .
| 3 |
it 's an entertaining movie , and the effects , boosted to the size of a downtown hotel , will all but take you to outer space .
| 3 |
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 .
| 3 |
compellingly watchable .
| 4 |
despite some comic sparks , welcome to collinwood never catches fire .
| 1 |
he may have meant the internet short saving ryan 's privates .
| 2 |
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 .
| 3 |
not only does spider-man deliver , but i suspect it might deliver again and again .
| 4 |
it 's worth taking the kids to .
| 4 |
the movie plays up the cartoon 's more obvious strength of snazziness while neglecting its less conspicuous writing strength .
| 2 |
without shakespeare 's eloquent language , the update is dreary and sluggish .
| 0 |
dense , exhilarating documentary .
| 3 |
... 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 |
poignant if familiar story of a young person suspended between two cultures .
| 3 |
a perfectly acceptable , perfectly bland , competently acted but by no means scary horror movie .
| 2 |
methodical , measured , and gently tedious in its comedy , secret ballot is a purposefully reductive movie -- which may be why it 's so successful at lodging itself in the brain .
| 4 |
this is amusing for about three minutes .
| 2 |
superbly photographed and staged by mendes with a series of riveting set pieces the likes of which mainstream audiences have rarely seen .
| 4 |
a metaphor for a modern-day urban china searching for its identity .
| 3 |
it 's a square , sentimental drama that satisfies , as comfort food often can .
| 3 |
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 .
| 3 |
admirers of director abel ferrara may be relieved that his latest feature , r xmas , marks a modest if encouraging return to form .
| 4 |
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 . '
| 1 |
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 |
at its worst , the movie is pretty diverting ; the pity is that it rarely achieves its best .
| 2 |
could i have been more geeked when i heard that apollo 13 was going to be released in imax format ?
| 4 |
this is a very ambitious project for a fairly inexperienced filmmaker , but good actors , good poetry and good music help sustain it .
| 3 |
more successful at relating history than in creating an emotionally complex , dramatically satisfying heroine
| 1 |
cho 's timing is priceless .
| 4 |
criminal conspiracies and true romances move so easily across racial and cultural lines in the film that it makes my big fat greek wedding look like an apartheid drama .
| 3 |
there 's something to be said for a studio-produced film that never bothers to hand viewers a suitcase full of easy answers .
| 3 |
what elevates the movie above the run-of-the-mill singles blender is its surreal sense of humor and technological finish .
| 4 |
greengrass -lrb- working from don mullan 's script -rrb- forgoes the larger socio-political picture of the situation in northern ireland in favour of an approach that throws one in the pulsating thick of a truly frightening situation .
| 2 |
nicholson 's understated performance is wonderful .
| 4 |
the filmmakers know how to please the eye , but it is not always the prettiest pictures that tell the best story .
| 3 |
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 .
| 1 |
jackson tries to keep the plates spinning as best he can , but all the bouncing back and forth ca n't help but become a bit tedious -- even with the breathtaking landscapes and villainous varmints there to distract you from the ricocheting .
| 2 |
... a fascinating curiosity piece -- fascinating , that is , for about ten minutes .
| 1 |
over and over again .
| 1 |
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 .
| 4 |
this bond film goes off the beaten path , not necessarily for the better .
| 1 |
... its solemn pretension prevents us from sharing the awe in which it holds itself .
| 1 |
the drama discloses almost nothing .
| 1 |
a sham construct based on theory , sleight-of-hand , and ill-wrought hypothesis .
| 1 |
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 .
| 4 |
but ` why ? '
| 2 |
like its parade of predecessors , this halloween is a gory slash-fest .
| 3 |
perhaps the best sports movie i 've ever seen .
| 4 |
this pathetic junk is barely an hour long .
| 0 |
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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