
# SetFit with sentence-transformers/all-mpnet-base-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.

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

1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.

## Model Details

### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 384 tokens
- **Number of Classes:** 28 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)

### Model Labels
| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
|:------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 5     | <ul><li>'there was definitely that sense of the thing that knows the thing that happens things happen to even like the physical sense of sort of like that not a presence behind the eyes'</li><li>'experiencing layer two'</li><li>'it feels like i am this empty space or openness i like openness just this openness kind of thing yeah'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| 11    | <ul><li>'you would want to minimize sort of those proclivities in your experience that relate to location three and maybe try to make it on to layer four'</li><li>'we want to think about it that i think part of it is always with someone that we have to you know really come to grips with that really give our systems permission for that really communicate that were okay with that youve spent a long time now telling your system this is what i want experience wise something like this it doesnt have to be exactly like this im open to some variation but you know within these boundaries right and now youre more or less saying something very different than that to go to location four layer four and location three'</li><li>'m going through all this is like in my mind to get me there is all is god god is everywhere all is love love is everywhere there is only this right so thats my my mental loop to try to get me there and get me into feeling into that space um uh and then so thats three three and two three its more of taking the spaciousness of layer two and then feeling into the presence that shows up into layer two and not quite filling the space wouldnt be quite accurate but shifting the space from feeling the emptiness to feeling the presence'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 20    | <ul><li>'location 4 finders either remain alone or learn how to respond appropriately so that their partner feels loved'</li><li>'direction'</li><li>'reality was perceived as'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 0     | <ul><li>'i would have to say probably not its just that i think that the mind gets so active in trying to kind of like very quickly come up with things to say or stuff like that that it can feel like'</li><li>'very attached to my mind'</li><li>'but i can see layer one acting i can i can see the mind doing its things of analyzing and planning'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| 18    | <ul><li>'nonduality'</li><li>'you say youre most interested in obtaining fluidity with locations two'</li><li>'location 2'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 6     | <ul><li>'fluid'</li><li>'i think im more prone to experiencing layer three'</li><li>'you know in your experience you may not be experiencing those as strongly as you otherwise would without being in layer three and having you know sort of the experience of layer three'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 22    | <ul><li>'and you actually had that experience very energetically'</li><li>'nonfundamental wellbeing'</li><li>'i feel it pulls me out honestly fundamental wellbeing'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 21    | <ul><li>'the pieces of the remaining aspects of the narrativeself that fall away in these later locations are often old deep and very complexly embedded in the psyche'</li><li>'they might have missed enough work that curious coworkers came looking for them found them passed out on their living room floor and called an ambulance'</li><li>'this includes very lowlevel brain processes such as dissolution and reassembly of how the senses are perceived'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| 27    | <ul><li>'emptiness'</li><li>'its the latter its become the spacious emptiness'</li><li>'that makes more sense all right so yeah its a trigger to awareness for some reason yeah okay so it is awareness related methods that youre in good shape there you know thats the majority of people slight majority i mean not like 70 of people or something but yeah okay so thats great um thats thats a good sign that those work for you because those are those are good for especially progression through layer two'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 14    | <ul><li>'even if you were to go to a you know a more heavy layer three experience in location four you know the definitions and feel and sense and what youve abided and up to this point its like a night and day difference from a layer three perspective'</li><li>'although a soulless version of a dark night of the soul the soul word doesnt make a lot of sense to them um and so there are these there are such significant changes identity wise for you in that leap from layer three to layer four location four'</li><li>'layer three of location four you know as you experience them there you know with that amazing richness and because its emotional the richness is emotional'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| 25    | <ul><li>' its very good its sort of distracting me and pulling me out of one of the physiological responses that seemed to go along with my own deeper dives into fundamental wellbeing at the time'</li><li>'since 2017 was when i did finders course and transitioned'</li><li>'um i at least since i did find this course and maybe before then from other meditations like retreats or techniques'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
| 19    | <ul><li>'generically impersonal love'</li><li>'sense of union with the divine'</li><li>'emotion'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 17    | <ul><li>'least spaciousness still from location one'</li><li>'of participants experience though they'</li><li>'personal love anger jealously and other emotions are a regular occurrence in their lives with two very notable differences'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 23    | <ul><li>'just get a sense that maybe i should do that you know maybe thats what the system needs um it seems like systems fundamental wellbeing systems do'</li><li>'stay in fundamental wellbeing'</li><li>'many different potential trajectories within fundamental wellbeing'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 9     | <ul><li>'what about a sense of being in union with something either the divine or you know like an all conscious presence of sorts but not being one with it not being it right yeah but being you know sort of increasingly merging in with it'</li><li>'i would say not divine um because i think i have a past experiences with divine that really the way i describe that is like almost something pulling me up from the sky like trying to pull me towards it like whether its outstretched hands or just that presence but this was not that this was im sort of on the same in the same field on the same level as everything and the love is sort of just all around'</li><li>'in location three there was a certain clarity that i dont have now because it was like less commotion or deadness because like the love would infuse every thought so a thought would come up and instead of me where i am right now i dont want to deal with it it would just be like oh its okay its lets lets just sit with it and the loving feeling would just infuse every thought and then certain judgments that id have oh well i dont really need to look at it that way i can well i can just put love in this or i can just love it so that that id say that was like the most stark contrast'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| 10    | <ul><li>'you can just play with it for a bit and see like add it as something you can use for deconditioning and then spend the next session really deepening into the location three type direction of layer three and see if you can make that switch'</li><li>'so that would mean you know any qualities of joy or love compassion anything that feels sort of sacred or divine if you are prone to that experience and location three or otherwise that sense of presence pervading everything especially if you can get a sense of it being somehow conscious or intelligent those are sort of location three type layer three experiences'</li><li>'i think the centralist thing might not relate to deep and layer three center lessness'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 28    | <ul><li>'so in the fullness just feels really full'</li><li>'i developed a sense of that and now it just feels like life is so luscious like everything is just vibrating and rich and juicy and yum and and thick and delicious so almost overwhelmingly'</li><li>'like layer three is sort of you know fluid but its sort of like i dont know lounging around its like sort of there but in more of the location three state it was like it was almost dancing'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 26    | <ul><li>'you have a proclivity to bringing that in to second guessing everything to all of that heavily influenced in your layer one'</li><li>'problems are really creating triggers and triggers are really increasing the volume so to speak or the energy that layer one has in the system'</li><li>'i just am or you know whatever people however they kind of put words to that but youre describing it as well the self is just gone because your reference point for the term self is your ordinary sense of kind of individual or personal self at layer one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 29    | <ul><li>'youve talked about how the layer four is the most primitive part of the brain and and just the other day when i was i think having kind of a glimpse of it i felt more like a crocodile you know like like im just here like ready to you know eat whatever comes across my path and and thats about it you know im not im not like pondering this question im having right now about the human the purpose of my existence as a crocodile'</li><li>'sometimes i think maybe that is like a layer four glimpse'</li><li>'its more like that the way you describe layer four when its experienced from layer three is being like this sense of a deep mystery behind it all and you know its like my mind cant grasp it and but i sense it'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| 24    | <ul><li>'wellbeing'</li><li>'fundamental wellbeing'</li><li>'right and thats not an easy thing for them to do youre not in any different position just because youre in fundamental wellbeing youve got an established life self within this i dont know if you were listening to the last call with annemieke talking to someone who was basically kind of new in location three and had lost it it was there for like you know five days or something and then fell out of it and was interested in getting back to it or whatever but one thing that i thought was really interesting that she basically said is that you know as youre going through the location to to location three to location four theres like this progression of the loss of the personal self at location three and then the loss of the non personal self at location four and so even though youre not thinking of yourself as sort of having a sense of self there is a self that sort of has to die to some degree or has to surrender or has to give way just like ive advised you know a zillion people right over your time of helping them to transition to fundamental wellbeing you know'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 15    | <ul><li>'you know you never quite know how these things are going to play out when the jumps occur for the first you know times um but yeah theres theres heading in the direction of layer four and through it to location four'</li><li>'but its definitely in the direction of layer four and in the direction of location four'</li><li>'im not sure if you meant every single layer of of layer four for example probably more just like what makes sense and you say for that i need to get to location for layer four'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 2     | <ul><li>' so like i tend to function at location one in the mind i think but but with the exercise that we did with the introspection exercise um i could sort of feel space around my body um and and or behind my body really like i guess ive got it written down here some of the notes i took um so im feeling of of existing beyond my body um especially the back of my body like the back of my body doesnt exist and this can change so it feels like my my body doesnt exist um can feel like the body this way and and our space im moving through the world'</li><li>' so like i tend to function at location one in the mind i think but but with the exercise that we did with the introspection exercise um i could sort of feel space around my body um and and or behind my body really like i guess ive got it written down here some of the notes i took um so im feeling of of existing beyond my body um especially the back of my body like the back of my body doesnt exist and this can change so it feels like my my body doesnt exist um can feel like the body this way and and our space im moving through the world'</li><li>'the body can can relax and and the blocks can can relax as well and a feeling of of of being of being connected to my environment feeling that around me and through me and more through through through the center of the of the of the heart area and feeling like it it is looking back at me and and yeah feeling a sense of of emptiness or loneliness or loneliness but but then it can change and it feels quite quite full and and that arises also within within the center of my heart or my space when my heart is and if i sort of feel feel feel into my heart theres a sense of sacredness or our maternal beingness there like a like a feeling of of of purity of purity of timelessness like like a sense of a sense of perfection um expression or play and um yeah sort of so thats when i do the exercises where i stop and look and thats what i tend to find but i guess sort of in my day to day life i feel as though me and i still have i still feel like im a self ive got a body but but i can just take a moment and i can i can feel that spaciousness around me and and often like ill work quite a lot so often ill be quite tired and i do that energy that really changes i feel much more energized and relaxed when i do that'</li></ul> |
| 16    | <ul><li>'again and make it a way just to pick on her because she we dont have to worry about anonymity of her data since shes with the project and talks about this stuff with people or whatever else but shes a good example of that you know since shes come back from later locations these visual perception things remain with her'</li><li>'staying more shallow you do increase your range'</li><li>'location 5'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| 4     | <ul><li>'when youre describing like a deeper nonduality is the absence of layer one'</li><li>'fluid to layer one'</li><li>'layer one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 7     | <ul><li>'layer four experience'</li><li>'location two layer four is an easier traverse between going between the layers and to then when you flip into four it'</li><li>'i have my doubts about that one because sometimes i feel like maybe a more like a layer four but because i dont feel theres a container per se but i do describe it as sort of a bubble of perception which is a container but i cannot find really a boundary to that so it doesnt really feel like a container to me'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 8     | <ul><li>'so the love side felt a little the love facet sort of felt a little blocked did it feel like it was it feel like all of these these things were sort of present as one unified kind of meta emotion at one time with just different facets forward like a joy facet forward at some times a love facet forward at another time'</li><li>'location three combination layer one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 1     | <ul><li>'theres virtually no fear about the future which is not really good because i think i was motivated by fear and driven by fear'</li><li>'theres much more flow now than there used to be'</li><li>'location one layer two right now because im feeling that im seeing from the body um but at the same time its like completely different from before because im like the peace and the stillness'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 13    | <ul><li>'freedom and exploration or whether its around a sense of really getting to a place where it doesnt matter where im at um or to a place where its like okay this is the sense of fluidity'</li><li>'unless theres some crazy conditioning or something that pulls someone down or which is which often has to be like some significant trauma in the system that just locks them into like layer two of location four you know at which point theyd probably rather not be in fundamental wellbeing'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.43     |

## Uses

### Direct Use for Inference

First install the SetFit library:

```bash
pip install setfit
```

Then you can load this model and run inference.

```python
from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("jam1599/apeiron-text-classification-v1")
# Run inference
preds = model("charmed life thing")
```

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### Downstream Use

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### Out-of-Scope Use

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### Recommendations

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## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 1   | 28.2169 | 257 |

| Label | Training Sample Count |
|:------|:----------------------|
| 0     | 10                    |
| 1     | 10                    |
| 2     | 7                     |
| 4     | 10                    |
| 5     | 10                    |
| 6     | 10                    |
| 7     | 8                     |
| 8     | 2                     |
| 9     | 9                     |
| 10    | 10                    |
| 11    | 4                     |
| 13    | 2                     |
| 14    | 7                     |
| 15    | 10                    |
| 16    | 10                    |
| 17    | 10                    |
| 18    | 10                    |
| 19    | 10                    |
| 20    | 10                    |
| 21    | 10                    |
| 22    | 10                    |
| 23    | 10                    |
| 24    | 10                    |
| 25    | 10                    |
| 26    | 10                    |
| 27    | 10                    |
| 28    | 10                    |
| 29    | 10                    |

### Training Hyperparameters
- batch_size: (8, 8)
- num_epochs: (4, 4)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 40
- body_learning_rate: (1.047e-05, 1.047e-05)
- head_learning_rate: 1.047e-05
- 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: False

### Training Results
| Epoch  | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0004 | 1    | 0.0913        | -               |
| 0.0201 | 50   | 0.2613        | -               |
| 0.0402 | 100  | 0.2071        | -               |
| 0.0602 | 150  | 0.2831        | -               |
| 0.0803 | 200  | 0.2308        | -               |
| 0.1004 | 250  | 0.17          | -               |
| 0.1205 | 300  | 0.1311        | -               |
| 0.1406 | 350  | 0.1525        | -               |
| 0.1606 | 400  | 0.1166        | -               |
| 0.1807 | 450  | 0.1495        | -               |
| 0.2008 | 500  | 0.242         | -               |
| 0.2209 | 550  | 0.1087        | -               |
| 0.2410 | 600  | 0.1992        | -               |
| 0.2610 | 650  | 0.1554        | -               |
| 0.2811 | 700  | 0.0744        | -               |
| 0.3012 | 750  | 0.1158        | -               |
| 0.3213 | 800  | 0.0904        | -               |
| 0.3414 | 850  | 0.0184        | -               |
| 0.3614 | 900  | 0.0204        | -               |
| 0.3815 | 950  | 0.0364        | -               |
| 0.4016 | 1000 | 0.1147        | -               |
| 0.4217 | 1050 | 0.196         | -               |
| 0.4418 | 1100 | 0.1164        | -               |
| 0.4618 | 1150 | 0.0159        | -               |
| 0.4819 | 1200 | 0.1847        | -               |
| 0.5020 | 1250 | 0.0156        | -               |
| 0.5221 | 1300 | 0.0755        | -               |
| 0.5422 | 1350 | 0.0251        | -               |
| 0.5622 | 1400 | 0.0423        | -               |
| 0.5823 | 1450 | 0.0644        | -               |
| 0.6024 | 1500 | 0.0145        | -               |
| 0.6225 | 1550 | 0.0069        | -               |
| 0.6426 | 1600 | 0.0101        | -               |
| 0.6627 | 1650 | 0.0069        | -               |
| 0.6827 | 1700 | 0.0066        | -               |
| 0.7028 | 1750 | 0.1065        | -               |
| 0.7229 | 1800 | 0.0106        | -               |
| 0.7430 | 1850 | 0.0247        | -               |
| 0.7631 | 1900 | 0.0982        | -               |
| 0.7831 | 1950 | 0.0065        | -               |
| 0.8032 | 2000 | 0.0027        | -               |
| 0.8233 | 2050 | 0.0103        | -               |
| 0.8434 | 2100 | 0.0052        | -               |
| 0.8635 | 2150 | 0.0096        | -               |
| 0.8835 | 2200 | 0.0109        | -               |
| 0.9036 | 2250 | 0.0484        | -               |
| 0.9237 | 2300 | 0.0068        | -               |
| 0.9438 | 2350 | 0.0085        | -               |
| 0.9639 | 2400 | 0.0061        | -               |
| 0.9839 | 2450 | 0.0095        | -               |
| 1.0040 | 2500 | 0.0238        | -               |
| 1.0241 | 2550 | 0.1113        | -               |
| 1.0442 | 2600 | 0.0915        | -               |
| 1.0643 | 2650 | 0.1343        | -               |
| 1.0843 | 2700 | 0.0064        | -               |
| 1.1044 | 2750 | 0.0145        | -               |
| 1.1245 | 2800 | 0.011         | -               |
| 1.1446 | 2850 | 0.0037        | -               |
| 1.1647 | 2900 | 0.0021        | -               |
| 1.1847 | 2950 | 0.0047        | -               |
| 1.2048 | 3000 | 0.005         | -               |
| 1.2249 | 3050 | 0.0088        | -               |
| 1.2450 | 3100 | 0.002         | -               |
| 1.2651 | 3150 | 0.0017        | -               |
| 1.2851 | 3200 | 0.039         | -               |
| 1.3052 | 3250 | 0.0052        | -               |
| 1.3253 | 3300 | 0.0026        | -               |
| 1.3454 | 3350 | 0.002         | -               |
| 1.3655 | 3400 | 0.0011        | -               |
| 1.3855 | 3450 | 0.0038        | -               |
| 1.4056 | 3500 | 0.0031        | -               |
| 1.4257 | 3550 | 0.0038        | -               |
| 1.4458 | 3600 | 0.0007        | -               |
| 1.4659 | 3650 | 0.0023        | -               |
| 1.4859 | 3700 | 0.0024        | -               |
| 1.5060 | 3750 | 0.0161        | -               |
| 1.5261 | 3800 | 0.004         | -               |
| 1.5462 | 3850 | 0.0013        | -               |
| 1.5663 | 3900 | 0.0007        | -               |
| 1.5863 | 3950 | 0.0036        | -               |
| 1.6064 | 4000 | 0.0087        | -               |
| 1.6265 | 4050 | 0.0027        | -               |
| 1.6466 | 4100 | 0.0021        | -               |
| 1.6667 | 4150 | 0.0018        | -               |
| 1.6867 | 4200 | 0.0231        | -               |
| 1.7068 | 4250 | 0.01          | -               |
| 1.7269 | 4300 | 0.0019        | -               |
| 1.7470 | 4350 | 0.0816        | -               |
| 1.7671 | 4400 | 0.0023        | -               |
| 1.7871 | 4450 | 0.0035        | -               |
| 1.8072 | 4500 | 0.0057        | -               |
| 1.8273 | 4550 | 0.0393        | -               |
| 1.8474 | 4600 | 0.0035        | -               |
| 1.8675 | 4650 | 0.0017        | -               |
| 1.8876 | 4700 | 0.0036        | -               |
| 1.9076 | 4750 | 0.0047        | -               |
| 1.9277 | 4800 | 0.0014        | -               |
| 1.9478 | 4850 | 0.037         | -               |
| 1.9679 | 4900 | 0.0021        | -               |
| 1.9880 | 4950 | 0.0018        | -               |
| 2.0080 | 5000 | 0.0011        | -               |
| 2.0281 | 5050 | 0.0055        | -               |
| 2.0482 | 5100 | 0.0008        | -               |
| 2.0683 | 5150 | 0.0015        | -               |
| 2.0884 | 5200 | 0.0024        | -               |
| 2.1084 | 5250 | 0.0002        | -               |
| 2.1285 | 5300 | 0.0007        | -               |
| 2.1486 | 5350 | 0.0006        | -               |
| 2.1687 | 5400 | 0.0006        | -               |
| 2.1888 | 5450 | 0.0006        | -               |
| 2.2088 | 5500 | 0.0012        | -               |
| 2.2289 | 5550 | 0.0007        | -               |
| 2.2490 | 5600 | 0.0012        | -               |
| 2.2691 | 5650 | 0.002         | -               |
| 2.2892 | 5700 | 0.0019        | -               |
| 2.3092 | 5750 | 0.0008        | -               |
| 2.3293 | 5800 | 0.0009        | -               |
| 2.3494 | 5850 | 0.0007        | -               |
| 2.3695 | 5900 | 0.0018        | -               |
| 2.3896 | 5950 | 0.0012        | -               |
| 2.4096 | 6000 | 0.0019        | -               |
| 2.4297 | 6050 | 0.0012        | -               |
| 2.4498 | 6100 | 0.0002        | -               |
| 2.4699 | 6150 | 0.0007        | -               |
| 2.4900 | 6200 | 0.0005        | -               |
| 2.5100 | 6250 | 0.001         | -               |
| 2.5301 | 6300 | 0.0015        | -               |
| 2.5502 | 6350 | 0.0007        | -               |
| 2.5703 | 6400 | 0.0008        | -               |
| 2.5904 | 6450 | 0.0006        | -               |
| 2.6104 | 6500 | 0.0007        | -               |
| 2.6305 | 6550 | 0.0018        | -               |
| 2.6506 | 6600 | 0.0019        | -               |
| 2.6707 | 6650 | 0.0003        | -               |
| 2.6908 | 6700 | 0.0002        | -               |
| 2.7108 | 6750 | 0.001         | -               |
| 2.7309 | 6800 | 0.0005        | -               |
| 2.7510 | 6850 | 0.0005        | -               |
| 2.7711 | 6900 | 0.0007        | -               |
| 2.7912 | 6950 | 0.0007        | -               |
| 2.8112 | 7000 | 0.0008        | -               |
| 2.8313 | 7050 | 0.0009        | -               |
| 2.8514 | 7100 | 0.0012        | -               |
| 2.8715 | 7150 | 0.0007        | -               |
| 2.8916 | 7200 | 0.0005        | -               |
| 2.9116 | 7250 | 0.0002        | -               |
| 2.9317 | 7300 | 0.0009        | -               |
| 2.9518 | 7350 | 0.0005        | -               |
| 2.9719 | 7400 | 0.0004        | -               |
| 2.9920 | 7450 | 0.0007        | -               |
| 3.0120 | 7500 | 0.0007        | -               |
| 3.0321 | 7550 | 0.0003        | -               |
| 3.0522 | 7600 | 0.0003        | -               |
| 3.0723 | 7650 | 0.0045        | -               |
| 3.0924 | 7700 | 0.0006        | -               |
| 3.1124 | 7750 | 0.0003        | -               |
| 3.1325 | 7800 | 0.0006        | -               |
| 3.1526 | 7850 | 0.0003        | -               |
| 3.1727 | 7900 | 0.0002        | -               |
| 3.1928 | 7950 | 0.0011        | -               |
| 3.2129 | 8000 | 0.0005        | -               |
| 3.2329 | 8050 | 0.0005        | -               |
| 3.2530 | 8100 | 0.0014        | -               |
| 3.2731 | 8150 | 0.0004        | -               |
| 3.2932 | 8200 | 0.0005        | -               |
| 3.3133 | 8250 | 0.0005        | -               |
| 3.3333 | 8300 | 0.0004        | -               |
| 3.3534 | 8350 | 0.0004        | -               |
| 3.3735 | 8400 | 0.0003        | -               |
| 3.3936 | 8450 | 0.0008        | -               |
| 3.4137 | 8500 | 0.0004        | -               |
| 3.4337 | 8550 | 0.0006        | -               |
| 3.4538 | 8600 | 0.0003        | -               |
| 3.4739 | 8650 | 0.0003        | -               |
| 3.4940 | 8700 | 0.0004        | -               |
| 3.5141 | 8750 | 0.0002        | -               |
| 3.5341 | 8800 | 0.0007        | -               |
| 3.5542 | 8850 | 0.0002        | -               |
| 3.5743 | 8900 | 0.0006        | -               |
| 3.5944 | 8950 | 0.0003        | -               |
| 3.6145 | 9000 | 0.0014        | -               |
| 3.6345 | 9050 | 0.0005        | -               |
| 3.6546 | 9100 | 0.0002        | -               |
| 3.6747 | 9150 | 0.0008        | -               |
| 3.6948 | 9200 | 0.0003        | -               |
| 3.7149 | 9250 | 0.0008        | -               |
| 3.7349 | 9300 | 0.0004        | -               |
| 3.7550 | 9350 | 0.0004        | -               |
| 3.7751 | 9400 | 0.0003        | -               |
| 3.7952 | 9450 | 0.0005        | -               |
| 3.8153 | 9500 | 0.0008        | -               |
| 3.8353 | 9550 | 0.0004        | -               |
| 3.8554 | 9600 | 0.0006        | -               |
| 3.8755 | 9650 | 0.0005        | -               |
| 3.8956 | 9700 | 0.0007        | -               |
| 3.9157 | 9750 | 0.0005        | -               |
| 3.9357 | 9800 | 0.0003        | -               |
| 3.9558 | 9850 | 0.0003        | -               |
| 3.9759 | 9900 | 0.0004        | -               |
| 3.9960 | 9950 | 0.0005        | -               |

### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.35.2
- PyTorch: 2.1.0+cu121
- Datasets: 2.16.1
- Tokenizers: 0.15.0

## Citation

### BibTeX
```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}
}
```

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{"library_name": "setfit", "tags": ["setfit", "sentence-transformers", "text-classification", "generated_from_setfit_trainer"], "metrics": ["accuracy"], "widget": [{"text": "theres strong evidence that some hindu and buddhist sects have been aware of location 4 for hundreds of years possibly longer"}, {"text": "charmed life thing"}, {"text": "happiness love gratitude joy"}, {"text": "m less concerned about you continuing to go deeper and deeper and deeper and deeper and deeper and deeper i dont have any issue with you playing around with that and you know i mean if anything it might be like maybe 10 to 20 of time on layer one methods"}, {"text": "the sense that the world is not comprised of self and other and that there are not two"}], "pipeline_tag": "text-classification", "inference": true, "base_model": "sentence-transformers/all-mpnet-base-v2", "model-index": [{"name": "SetFit with sentence-transformers/all-mpnet-base-v2", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "Unknown", "type": "unknown", "split": "test"}, "metrics": [{"type": "accuracy", "value": 0.43, "name": "Accuracy"}]}]}]}
setfit safetensors mpnet sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/all-mpnet-base-v2 model-index region:us