metadata

language: en
license: apache-2.0
library_name: setfit
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
base_model: sentence-transformers/paraphrase-mpnet-base-v2
metrics:
  - accuracy
widget:
  - text: >-
      great movie, so close to perfection let me get this straight. this is a
      brilliant brilliant refreshingly brutal movie.i'm glad they didn't soften
      the general malevolence, but i feel they missed out on what i consider the
      most pivotal point of the book.paul drinks the water of life. with it his
      genetic memory is unlocked, he can foresee the actions of people in the
      future. the golden path is laid out. and so pursues the mind altering
      awakening, leaving him a husk; trapped in one path of fate - trapped
      between his own ego and the true path needed for humanity. in the movie,
      paul drink bad, paul wake up. paul president with superpower!i understand
      that it's a very hard thing to portray for an audience but i think i was
      just really hoping for villeneuve to emphasise the importance of that part
      and it felt quite rushed in that regard.but i doubt they'll make a movie
      about a big virgin worm so prescience might not matter too much.
  - text: >-
      absolutely breathtaking the movie is the complete cinematic experience. i
      loved every single line every moment every little thing that makes this
      movie.the only thing that is bothering me is the thirst so bad for the
      next part.i felt like i was in the movie riding a sand worm, i was a
      fremen. i felt the pain the wonder the joy the anger. this felt like
      reading the book and you just can't stop. the excellence of this movie is
      not only the cast or the story it is the very making of it. i loved every
      dialogue that was uttered. its just a masterpiece.though there is a
      stagnant pace in between it doesn't seem to matter. because most of the
      second part of the movie is such a cliff hanger. 6 out of 10 found this
      helpful. was this review helpful? sign in to vote. permalink
  - text: >-
      let's be serious, guys.. appreciate that everyone is entitled to their
      opinion, so here's mine: anyone giving this less than a solid 9 needs to
      re-evaluate themselves as a person. because you either have no imagination
      or are just generally a negative human. this film has everything and is a
      modern day great. easily the best cinematic experience i've ever had,
      comparable to films like the dark knight trilogy and the original star
      wars films.for a nearly three hour long film, basically nobody got up to
      go for a toilet break and the entire time i felt totally present, gripped
      by it.don't listen to anyone on here leaving poor reviews. go and watch
      the film and see the magic for yourself. 8 out of 13 found this helpful.
      was this review helpful? sign in to vote. permalink
  - text: >-
      phenomenal this movie was particularly gorgeous and exciting giving all
      the key moments and suspense that anybody of the sort would love, this
      movie brings the suspense and excitement to keep you engaged and always
      cautious of what's next, a truly wonderful story that is acted so
      perfectly and well, this adaptation has brung the story alive and in the
      spotlight proving there is not only a lot to it but also that it has a lot
      more to come and personally i want to see it all. i left the theater
      thoroughly wanting even more for the story and continuing on that i can't
      wait for what is to come of this movie. it is truly a must watch
      masterpiece. 4 out of 6 found this helpful. was this review helpful? sign
      in to vote. permalink
  - text: >-
      film of the decade i've always wished to watch films like lord of the
      rings and star wars in theaters, but i was simply born too late. dune 2
      made me feel like i was watching those movies in theaters, the epic
      sweaping shots, the massive amount of extras, the attention to detail, the
      costumes, every single fight looked like they spent days choreographing
      it. the soundtrack was the best i heard since interstellar, and it matched
      the mood at every point. honestly i thought film was going down, disney is
      losing it and they own almost everything. but dune 2 restored my hope in
      movies and actually made me want to pursue a career in film. overall, this
      movie was epic and easily deserves a 10 star rating. 1 out of 1 found this
      helpful. was this review helpful? sign in to vote. permalink
pipeline_tag: text-classification
inference: true

SetFit with sentence-transformers/paraphrase-mpnet-base-v2 on data/raw/15239678.jsonl

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A SetFitHead instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: sentence-transformers/paraphrase-mpnet-base-v2
Classification head: a SetFitHead instance
Maximum Sequence Length: 512 tokens
Number of Classes: 2 classes
Language: en
License: apache-2.0

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
positive	"good sequel dune part ii is a very good sequel. the world building in this movie is great and really establishes the fremen culture. i love how the movie dives deep into how they view culture and religion and the split that they have over their belief in paul. timothee chalamet is excellent as paul atreides. his character arc is amazing. he starts off as someone who just wants to help and then through his time with the fremen he starts to use them and their faith to get his own revenge. zendaya was also great and her character's dynamic with paul was very fleshed out. i loved how she went from loving him to despising what he represents. florence pugh was a good addition here although she didn't have much to do. austin butler stole the show in my opinion. he was a perfect villain and his pure psychotic nature was frightening. the costumes, visual effects, and set design all looked great. i especially love the design of the black and white planet. there were a lot of cool things they did with it, like the fireworks for example. the action scenes are pretty good. the cinematography is very good and denis villeneuve crushed it directing. hans zimmer delivers a killer score here as he always does. i only have a few minor issues with the movie. just like the first movie i think the pacing was a little off and despite rebecca ferguson giving a great performance i didn't really think her storyline was that interesting or well explained. overall dune part ii is a really good movie and if you liked the first one you'll have a great time here." "am i the only one who's not seeing it? i mean, yeah, it's very entertaining and, of course, very visually stunning. the set pieces, the cinematography, the use of visual effects and lights, the sound design and music, all, absolutely amazing and almost literally stunning!but then? i'm not really seeing much after that. as i have not read the books, this movie was a total mystery to me. there's barely any dialog--at least not any that would explain anything what's going on at all. the world and the technology etc just doesn't make much sense to me.none of the characters are particularly interesting, to be honest. they don't really have that much personality to them, and even if they did, they didn't really make me care about them all that much.i don't know, i'm a bit conflicted, it wasn't a bad movie and, as i said, it was entertaining and visually mesmerizing, but it lacked the depth that i was expecting of a world this size and this rich with lore and history. maybe the movie makers assumed everyone has read the books? as someone to who the world is not familiar at all, it just seems rather confusing and strange. i feel like they just focused on making it as visually awesome as they can (in which they arguably succeeded), but left the story on the pages of the books." 'dune: part two it's totally amazing best sf movie i just saw the new movie "dune: part two" and i was speechless.it was amazing, full of creativity and an unforgettable action.from the sensational footage, which i will constantly praise, to the story and everything that the dune universe means.shocking scenes, dramatic scenes, romantic scenes but also full scenes, full of action, carnage and explosions.something i've been waiting for so long and it was more perfect than i expected...in imax, the sound was so good that at any explosion or need for bass, it creates a shock, an earthquake that gives incredible pleasure.you must see it and i declare that it is the best film of 2024 and i don't think that any of the upcoming movies will be better. waiting for oscars and all the wins possible .'
negative	'boring, wow, so very boring ...i walked out about 2hrs in because i just couldn't anymore.i don't understand how a movie with so much time and space could possibly exclude so much and move the plot so little.no storytelling: it feels like an extended montage where paul's cheerleading base grows along with his relationship with chani but we don't know how or why.poorly written: female leads felt like wallpaper rather than the badass characters who carry paul through the book. some reviews here are saying the movie was true to the book, which i don't understand because they also don't even touch on the space guild.vapid acting: paul. bautista can only scream? everyone seemed demoralized in their roles (i would be too if i was zendaya, rebecca ferguson, or anyone else who actually wanted to embrace the role of a lifetime and was so absolutely diminished)."cinematography": i must be hard to get more than a handful of creative shots of sand. what was happening on the harkonnen home world? honestly the blown out black and white scene felt really lazy and cheap. at least after that there was more desert.christopher walken: was his casting supposed to be some sort of meta joke? even his performance rang flat. i thought the emperor was supposed to be eternally young due to spice consumption. how this character is supposed to be the center / leader of the universe is anyone's guess.i'll wait until it's streaming and finish at my convenience to see if any of this gets salvaged, i just can't imagine how it could be.' "great i you didn't read the books short spoiler-free version: a was really looking forward to this movie. having read the books multiple times, i left the cinema feeling cheated en confused. granted the visuals and the music are astounding. the actors perform very well and the story is fine if haven't read the books. and there's the problem. i you, like me, have read the book you will be thinking 'why?' every 10 minutes or so. villeneuve has made so many changes to the story, i hardly recognize it as dune anymore. and that makes me sad. i try to view the movie and the book as separate things. but how many changes can one make in the story before it deviates to much? after all it is a movie adaptation of the book, there should be enough of it you can recognize. in this the director has, sadly, mist the marc.after the movie i kept sitting staring as the credits rolled by, i was the last one to leave an i felt cheated and sad. my advice is, if you love the books, wait for the streaming services to pick it up. if you haven't read the books, go an see it, you'll love it although perhaps it might be a bit long for your taste.longer version (spoilers!) so, what went wrong? is do understand that you have tot make some choices in what you keep en leave out in the story when making a story. you merge some characters, leave some out. delete scenes that a nice but not really necessary in the main plotline. (like the banket-scene in the first movie). but villenueve and the writers have made al lot of changes that impact the story in so much that is totally deviates from the book. as a fan i can not get my head around soms of them: chani is not supporting at all of paul, she is mostly angry and against all that paul wants tot do. the actors try there best but i miss the chemistry from the previous adaptations and the books. in the ending there is no 'we are concubines' scene. chani leaves paul and rides out in the dessert. why?jessica in the books is a strong well trained bene gesserit. in the movie she goes from a weak, sniveling, manipulative woman. not the strong reverent mother who takes care of het people en supports paul and grows closer tot chani. i can't understand why.stilgar in the books is a strong and wise leader who teaches paul and gradually gives him his trust. in the movie he is transformed into an religious zealot from the south of arrakis, were all fremen blindly believe in the prophecy. (in the north the fremen are non-believers, essentially making it 2 different tribes of fremen, again why?).and then there is no mention of the ecological theme, instead of the water of life they threaten with nukes on the spicefields, no spicing guild and a feeble weak emperor (poor christhoper walken, he tries)) i can get why feyd is changed into a psychopath (not much change from the books) and why hawat and alia are left out completely (sad but understandable). but the rest? as i stated, i feld robbed, sad and very disappointed. it could have been better, but is was a mocking of the real thing." "the whole movie happens in slow motion once you realize that the movie is happening in slow motion, you can't un-see it:slowly pan over beautiful landscape, close-up of someone's face. talk. very. slowly. one. word ..... at a time. pan out. bwaaaap/loud noise, next scene, rinse and repeat, stir in the occasional action scene.there are a lot of dialog scenes in this movie, but not much is said. i understand that the book is both thick and dense, so showing everything in slow motion seems an odd choice. i honestly think, if you watch this at home, you could watch it at 2x speed and it might be a decent way to spend an hour and 15 minutes.the battle scenes were also kinda dumb. this is ~8000 years in the future, inter-galactic space flight exists, planes, helicopters, nuclear warheads, guns, lazers, bazookas and more all exist, yet people decide to go to battle as if it's the middle ages - fighting with knives! you don't need to be a messiah to realize that you could bring guns to a knife fight. i'll give them poetic liscense on this one and perhaps we can write it off to the aesthetics, but it did make some of the scenes a little laughable once you realize what's going on. maybe they explain this in the book?i did not enjoy dune 1 for much the same reasons, but so many people were saying this one was better. fool me once, shame on you. fool me twice, shame on me! i will not be fooled a third time!"

Label

Examples

positive

"good sequel dune part ii is a very good sequel. the world building in this movie is great and really establishes the fremen culture. i love how the movie dives deep into how they view culture and religion and the split that they have over their belief in paul. timothee chalamet is excellent as paul atreides. his character arc is amazing. he starts off as someone who just wants to help and then through his time with the fremen he starts to use them and their faith to get his own revenge. zendaya was also great and her character's dynamic with paul was very fleshed out. i loved how she went from loving him to despising what he represents. florence pugh was a good addition here although she didn't have much to do. austin butler stole the show in my opinion. he was a perfect villain and his pure psychotic nature was frightening. the costumes, visual effects, and set design all looked great. i especially love the design of the black and white planet. there were a lot of cool things they did with it, like the fireworks for example. the action scenes are pretty good. the cinematography is very good and denis villeneuve crushed it directing. hans zimmer delivers a killer score here as he always does. i only have a few minor issues with the movie. just like the first movie i think the pacing was a little off and despite rebecca ferguson giving a great performance i didn't really think her storyline was that interesting or well explained. overall dune part ii is a really good movie and if you liked the first one you'll have a great time here."
"am i the only one who's not seeing it? i mean, yeah, it's very entertaining and, of course, very visually stunning. the set pieces, the cinematography, the use of visual effects and lights, the sound design and music, all, absolutely amazing and almost literally stunning!but then? i'm not really seeing much after that. as i have not read the books, this movie was a total mystery to me. there's barely any dialog--at least not any that would explain anything what's going on at all. the world and the technology etc just doesn't make much sense to me.none of the characters are particularly interesting, to be honest. they don't really have that much personality to them, and even if they did, they didn't really make me care about them all that much.i don't know, i'm a bit conflicted, it wasn't a bad movie and, as i said, it was entertaining and visually mesmerizing, but it lacked the depth that i was expecting of a world this size and this rich with lore and history. maybe the movie makers assumed everyone has read the books? as someone to who the world is not familiar at all, it just seems rather confusing and strange. i feel like they just focused on making it as visually awesome as they can (in which they arguably succeeded), but left the story on the pages of the books."
'dune: part two it's totally amazing best sf movie i just saw the new movie "dune: part two" and i was speechless.it was amazing, full of creativity and an unforgettable action.from the sensational footage, which i will constantly praise, to the story and everything that the dune universe means.shocking scenes, dramatic scenes, romantic scenes but also full scenes, full of action, carnage and explosions.something i've been waiting for so long and it was more perfect than i expected...in imax, the sound was so good that at any explosion or need for bass, it creates a shock, an earthquake that gives incredible pleasure.you must see it and i declare that it is the best film of 2024 and i don't think that any of the upcoming movies will be better. waiting for oscars and all the wins possible .'

negative

'boring, wow, so very boring ...i walked out about 2hrs in because i just couldn't anymore.i don't understand how a movie with so much time and space could possibly exclude so much and move the plot so little.no storytelling: it feels like an extended montage where paul's cheerleading base grows along with his relationship with chani but we don't know how or why.poorly written: female leads felt like wallpaper rather than the badass characters who carry paul through the book. some reviews here are saying the movie was true to the book, which i don't understand because they also don't even touch on the space guild.vapid acting: paul. bautista can only scream? everyone seemed demoralized in their roles (i would be too if i was zendaya, rebecca ferguson, or anyone else who actually wanted to embrace the role of a lifetime and was so absolutely diminished)."cinematography": i must be hard to get more than a handful of creative shots of sand. what was happening on the harkonnen home world? honestly the blown out black and white scene felt really lazy and cheap. at least after that there was more desert.christopher walken: was his casting supposed to be some sort of meta joke? even his performance rang flat. i thought the emperor was supposed to be eternally young due to spice consumption. how this character is supposed to be the center / leader of the universe is anyone's guess.i'll wait until it's streaming and finish at my convenience to see if any of this gets salvaged, i just can't imagine how it could be.'
"great i you didn't read the books short spoiler-free version: a was really looking forward to this movie. having read the books multiple times, i left the cinema feeling cheated en confused. granted the visuals and the music are astounding. the actors perform very well and the story is fine if haven't read the books. and there's the problem. i you, like me, have read the book you will be thinking 'why?' every 10 minutes or so. villeneuve has made so many changes to the story, i hardly recognize it as dune anymore. and that makes me sad. i try to view the movie and the book as separate things. but how many changes can one make in the story before it deviates to much? after all it is a movie adaptation of the book, there should be enough of it you can recognize. in this the director has, sadly, mist the marc.after the movie i kept sitting staring as the credits rolled by, i was the last one to leave an i felt cheated and sad. my advice is, if you love the books, wait for the streaming services to pick it up. if you haven't read the books, go an see it, you'll love it although perhaps it might be a bit long for your taste.longer version (spoilers!) so, what went wrong? is do understand that you have tot make some choices in what you keep en leave out in the story when making a story. you merge some characters, leave some out. delete scenes that a nice but not really necessary in the main plotline. (like the banket-scene in the first movie). but villenueve and the writers have made al lot of changes that impact the story in so much that is totally deviates from the book. as a fan i can not get my head around soms of them: chani is not supporting at all of paul, she is mostly angry and against all that paul wants tot do. the actors try there best but i miss the chemistry from the previous adaptations and the books. in the ending there is no 'we are concubines' scene. chani leaves paul and rides out in the dessert. why?jessica in the books is a strong well trained bene gesserit. in the movie she goes from a weak, sniveling, manipulative woman. not the strong reverent mother who takes care of het people en supports paul and grows closer tot chani. i can't understand why.stilgar in the books is a strong and wise leader who teaches paul and gradually gives him his trust. in the movie he is transformed into an religious zealot from the south of arrakis, were all fremen blindly believe in the prophecy. (in the north the fremen are non-believers, essentially making it 2 different tribes of fremen, again why?).and then there is no mention of the ecological theme, instead of the water of life they threaten with nukes on the spicefields, no spicing guild and a feeble weak emperor (poor christhoper walken, he tries)) i can get why feyd is changed into a psychopath (not much change from the books) and why hawat and alia are left out completely (sad but understandable). but the rest? as i stated, i feld robbed, sad and very disappointed. it could have been better, but is was a mocking of the real thing."
"the whole movie happens in slow motion once you realize that the movie is happening in slow motion, you can't un-see it:slowly pan over beautiful landscape, close-up of someone's face. talk. very. slowly. one. word ..... at a time. pan out. bwaaaap/loud noise, next scene, rinse and repeat, stir in the occasional action scene.there are a lot of dialog scenes in this movie, but not much is said. i understand that the book is both thick and dense, so showing everything in slow motion seems an odd choice. i honestly think, if you watch this at home, you could watch it at 2x speed and it might be a decent way to spend an hour and 15 minutes.the battle scenes were also kinda dumb. this is ~8000 years in the future, inter-galactic space flight exists, planes, helicopters, nuclear warheads, guns, lazers, bazookas and more all exist, yet people decide to go to battle as if it's the middle ages - fighting with knives! you don't need to be a messiah to realize that you could bring guns to a knife fight. i'll give them poetic liscense on this one and perhaps we can write it off to the aesthetics, but it did make some of the scenes a little laughable once you realize what's going on. maybe they explain this in the book?i did not enjoy dune 1 for much the same reasons, but so many people were saying this one was better. fool me once, shame on you. fool me twice, shame on me! i will not be fooled a third time!"

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("carlesoctav/SentimentClassifierDune")
# Run inference
preds = model("phenomenal this movie was particularly gorgeous and exciting giving all the key moments and suspense that anybody of the sort would love, this movie brings the suspense and excitement to keep you engaged and always cautious of what's next, a truly wonderful story that is acted so perfectly and well, this adaptation has brung the story alive and in the spotlight proving there is not only a lot to it but also that it has a lot more to come and personally i want to see it all. i left the theater thoroughly wanting even more for the story and continuing on that i can't wait for what is to come of this movie. it is truly a must watch masterpiece. 4 out of 6 found this helpful. was this review helpful? sign in to vote. permalink")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	107	215.2273	972

Label	Training Sample Count
negative	99
positive	99

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (1, 1)
max_steps: -1
sampling_strategy: oversampling
body_learning_rate: (2e-05, 1e-05)
head_learning_rate: 0.01
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
seed: 42
eval_max_steps: -1
load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0008	1	0.2606	-
0.0404	50	0.1578	-
0.0808	100	0.0066	-
0.1212	150	0.0004	-
0.1616	200	0.0003	-
0.2019	250	0.0005	-
0.2423	300	0.0002	-
0.2827	350	0.0003	-
0.3231	400	0.0001	-
0.3635	450	0.0001	-
0.4039	500	0.0001	-
0.4443	550	0.0001	-
0.4847	600	0.0	-
0.5250	650	0.0	-
0.5654	700	0.0	-
0.6058	750	0.0	-
0.6462	800	0.0	-
0.6866	850	0.0	-
0.7270	900	0.0	-
0.7674	950	0.0	-
0.8078	1000	0.0	-
0.8481	1050	0.0	-
0.8885	1100	0.0	-
0.9289	1150	0.0	-
0.9693	1200	0.0	-
1.0	1238	-	0.1555

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.10.11
SetFit: 1.0.3
Sentence Transformers: 2.5.1
Transformers: 4.38.2
PyTorch: 2.0.1
Datasets: 2.18.0
Tokenizers: 0.15.2

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}