
# SetFit

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. 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:** [Unknown](https://huggingface.co/unknown) -->
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
|:------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 6     | <ul><li>"I don't know that it was a rising in a way that you would have answered the questions that way during this interview per se. But you clearly have a penchant for, you know, fluidity in general, you know, and you were able to detect, oh, wait a minute, I'm getting a little too close in the direction of location four. We don't want that. You know, it sort of you have enough sort of presence to be able to sense that kind of thing. And generally, that's the kind of thing that comes from someone who is used to having some fluidity. You know, it's kind of a situational awareness, if you will, within fundamental well being, in the same way that ordinary people have a situational awareness in life among different circumstances and stuff like that. Right? And so I'm sure that there's fluidity here for sure. But at least during this interview, the way you described things, the way you talked about things, you know, I'd pin it mostly at location two, layer three."</li><li>"I don't know that it was a rising in a way that you would have answered the questions that way during this interview per se. But you clearly have a penchant for, you know, fluidity in general, you know, and you were able to detect, oh, wait a minute, I'm getting a little too close in the direction of location four. We don't want that. You know, it sort of you have enough sort of presence to be able to sense that kind of thing. And generally, that's the kind of thing that comes from someone who is used to having some fluidity. You know, it's kind of a situational awareness, if you will, within fundamental well being, in the same way that ordinary people have a situational awareness in life among different circumstances and stuff like that. Right? And so I'm sure that there's fluidity here for sure. But at least during this interview, the way you described things, the way you talked about things, you know, I'd pin it mostly at location two, layer three."</li><li>"if you went in the direction of location for fire, location, layer three of location two, um, you'd sort of avoid those and really sink into the center. Looseness. Stillness, silence, really dissolution of any sense of self."</li></ul> |
| 10    | <ul><li>"That sounds great. Okay, So based on what I am hearing, I would say that you absolutely have an experience of location to layer three. Cool. I'm trying or not that also. Now, whether or not you are and you know that already. All right. Otherwise you would have had to skip this interview to be digging a trench somewhere to run some water lines, you know, because. Or you'll never be running water lines without paying a few thousand dollars to get the thing fixed. And then it breaks down two minutes later and costs you another couple thousand dollars or whatever. Right, Right. Um, and so there's a but that doesn't preclude the possibility that some that you have fluidity over to, you know, location three, layer three."</li><li>", you know, almost made me pee my pants when it first happened to me in India 25 years ago. It was like it wasn't just there was this amazing fullness. It was like I was I was sitting next to the Ganges River late at night with this huge rapids right next to me. And suddenly I was the rock that I was leaning on. And then I was the rapids, and then I was the entire Ganges. And then I was the entire planet. And then it just kept going. To way beyond what my mind could kind of keep up. So that was the flavor of my of my initial awakening."</li><li>"So I was tripping over the the definition of I think it's location three, layer three around one singular emotion. So the word emotion was tripping me because don't feel that as something. Localized to this form. But there's a there's a tonal quality to that space or a. I don't know how to. Maybe a frequency sensation."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 21    | <ul><li>'Location 5 and later brings “reintegration” beyond anything \r\nthat can previously be imagined.'</li><li>'Think \r\nof it this way: a normal person believes they are their body because that \r\nis what they can feel, control the motor actions of, and so on.'</li><li>'Some deal with low-level processes such as how \r\nthe senses come together to create experiences, and even fundamental \r\nbody life support (breathing, heartbeat, etc.).'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 16    | <ul><li>"I'm pretty sure you've been past location six. Um, so let's see where, how far out you might have gone."</li><li>'Location 5'</li><li>"So like with location five, we generally have, you know, a substantial persistent change in visual perception. Um, and so that is something that can be a lot of different things. Um, so for instance, it could be, um. Things never really being dark, but just sort of being dim or it can be sort of everything or even just some things, having sort of a self luminous kind of quality. However. One of the ways that we think about this is most of us associate light reflects off of stuff. And as the sun goes down, or as I turn out the lights in a room or whatever, the objects get dark, right? And so that just seems baked into the belief systems of most people that they develop probably causally through observation as they grew up. And so, okay, you turn on the light, things get bright. It's because the light reflects off of the objects or whatever sun goes down, things, you know, whatever. Right. There seems to be a change that occurs with location five that gets beyond that, where that causality is no longer sort of assumed as part of the meaning making, if you will, of the visual system. And so what often happens is objects are not really viewed as having light reflected off them so much as just sort of being luminous in their own way, almost being like their own generators of light. And that has, you know, a wide range of effects. For starters, people don't necessarily realize how not dark darkness is. Darkness seems to be a lot more influenced by beliefs in many cases than it is by actual physiological perception"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 5     | <ul><li>'certain qualities of layer two'</li><li>'emptiness is two'</li><li>'And I could feel that it was location for, but it gradually sort of faded and I feel like I returned'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 11    | <ul><li>"Um, so, so when we were just by the way, when we refer to the Godhead, it's usually used in the context of layer four of location three. Right? It's just a term that a lot of people seem to use to refer to that experience, I think because, you know, there's such a prominent experience of the divine for those people who get a divine experience in location three that, you know, when they go beyond that to sort of layer four where beyond all distinction, just like beyond the divine, beyond God, whatever you called the God."</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 we're okay with that. You've spent a long time now telling your system, this is what I want experience wise, something like this. It doesn't have to be exactly like this. I'm open to some variation. But you know, within these boundaries, right? And now you're 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 that's my my mental loop to try to get me there and get me into feeling into that space. Um. Uh, and then so that's three, three and two. Three. It's 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 wouldn't be quite accurate, but shifting the space from feeling the emptiness to feeling the presence."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| 27    | <ul><li>'emptiness, aloneness'</li><li>"sometimes if I'm in or doing awareness. It can be just empty. The idea of a container doesn't really. I can kind of manufacture the idea of a container, but even the container has something outside of it. Um. And it's not like it's not like distinct for me. So I could be doing a guy and like have experiences of both a container and no container, but it's almost like the container isn't complete containing everything. It's like almost if you imagine the universe is in a container and there's endless something outside of that."</li><li>"generate they're generating thoughts and and feelings according to the environment. And and kind of can not believe them or can just ignore them or study them if they want. So so so that's the that's the good days. So I think when I when I can do that, that's my layer two."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 0     | <ul><li>"I would have to say probably not. It's 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>"environment. Under trigger, it's more like 1.1 and then kind of off on my own doing my thing."</li><li>"You've seen me present it where someone lands in location one layer one"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 25    | <ul><li>"You know, you've had experiences that are and non-duality and all of that."</li><li>"I actually lost it because I was revisiting the material and going to layer two, layer three, and somehow I couldn't. I couldn't go back to to it."</li><li>", it's very good. It's 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 well-being at the time."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 28    | <ul><li>'fullness'</li><li>"there's fullness, at another point."</li><li>"sense of an all pervading field of presence or fullness or silence pervading everything field of silent presence, whatever. Um, it can be a field of aliveness, but it's a non-physical experience or non sensory kind of perception."</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>'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>"Love. A Yes. So it's just that, yeah, I guess the word just has so many different connotations. Much more than what I have now, I think. It just kept trying to go more and then it kept being a little blocked. So like. I guess probably just the beginning stages of location three or just I don't know. I don't like maybe it was really deep Location two, layer three. I just don't know how. Like, magical."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 14    | <ul><li>"Although a soulless version of a dark night of the soul, the soul word doesn't 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 it's emotional, the richness is emotional."</li><li>"Although a soulless version of a dark night of the soul, the soul word doesn't 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></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 2     | <ul><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, there's 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 that's when I do the exercises where I stop and look, and that's 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 I'm a self, I've 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 I'll work quite a lot. So often I'll be quite tired. And I do that energy that really changes. I feel much more energized and relaxed when I do that."</li><li>'location one, layer three for someone whose system is inclined in a certain way is a very strong bridge'</li><li>"It's really a direct experience. And I think you are having, you know, even from location one, the sense of layer, layer three."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| 29    | <ul><li>'If you wanted to see if you could go in the direction of the celestial. One thing to do, especially sort of from location three, which is kind of an ideal spot, is to really put your attention on sinking into just that divine aspect and sort of an increasingly transcendent part of the divine. And so if you imagined some sort of more in the direction of Layer four.'</li><li>'shifted to that deeper'</li><li>'I want to say infinite completeness'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 23    | <ul><li>'sort of a social aspect of your life. Very important prior to fundamental well being.'</li><li>'you know, you seem to have a pretty good penchant for a range and fundamental well being'</li><li>"I really think he's in fundamental well-being."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| 17    | <ul><li>'depressed just prior to their \r\ntransition, it’s not uncommon for Location 1 Finders to just assume \r\nthat something has occurred that lightened their load.'</li><li>'it seemed like location one was most fitting.'</li><li>'one which sees much of \r\nwhat is directly experienced in life as quite peculiar and funny when \r\npaid close attention to.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 18    | <ul><li>'location two'</li><li>'deeply into non-duality and location two'</li><li>'it appears as if the previous sense of self was nothing more than a story \r\nthat’s no longer relevant. Now, the Narrative-Self and the way it colored \r\nthe world both seem gone, or at least significantly reduced.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 9     | <ul><li>'So if it were like, for instance, location three, layer two, you know, it would be a spacious emptiness mixed with the divine or the panpsychist presence or whatever, which is kind of a distance from God, you know, kind of a separation in a way.'</li><li>"In location three. There was a certain clarity that I don't 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 don't want to deal with it. It would just be like, Oh, it's okay. It's. Let's let's just sit with it. And the loving feeling would just infuse every thought and then certain judgments that I'd have. Oh, well, I don't 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 I'd say that was like the most stark contrast."</li><li>'emptiness of layer two'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 20    | <ul><li>'alien type feeling can be deeper in location too.'</li><li>'but that is not to say that Finders at this location do not \r\nfeel a sense of unity.'</li><li>'alien'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 24    | <ul><li>"And even in situations where I'd normally just. Just be worried about and in and experience anxiety and that kind of stuff. There would be that feeling right there. And a lot of times it was in the foreground. I went through a period where a lot of times it was in the foreground and. And and and then I said, you know, I might be there."</li><li>'Fundamental Wellbeing'</li><li>'‘seeker’'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 26    | <ul><li>"But sometimes it feels so real because my layer one mind was was screaming, well, I'm losing my safety net. And I mean, the my savings reached me and that would be bad for my family"</li><li>"But if not, like the usual, like in my daily life, it's more like layer one"</li><li>", but when I got triggered especially I mean there's when, when strong triggers present, I, I will kind of put back into layer one and, and in which I will feel thoughts are very real. The problems are very real."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 13    | <ul><li>"freedom and exploration or whether it's around a sense of really getting to a place where it doesn't matter where I'm at, um, or to a place where it's like, okay, this is the sense of fluidity."</li><li>"unless there's 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 they'd probably rather not be in fundamental well-being"</li><li>"unless there's 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 they'd probably rather not be in fundamental well-being"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 22    | <ul><li>"I'm not in fundamental well-being"</li><li>'non-fundamental well-being'</li><li>'I was nowhere near fundamental well-being.'</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, there's, there's heading in the direction of layer four and through it to location four."</li><li>"It's there. And location to layer three and then the personal side drops off and location three, and then emotion itself drops off and location four. And that's what's providing that richness, you know, of that experience. And so it's although there can still be. You know, a sense of presence found in the experience and stuff like that. It's like an alien type of presence compared to, you know, what someone experienced up to that. And it's going to you know, you're typically speaking, you're going to lose access to it in a matter of weeks and root more into just layer four and location four."</li><li>"It's very different than layer four location four, layer four type of stuff, which is more freedom."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 19    | <ul><li>'human experience.'</li><li>'Depending upon their individual \r\ncapability in this area, Finders may be able to choose to observe the \r\norienting response, feel the physiological sensation or first inklings of \r\nthought that they know will soon bring anger, and consciously note it.'</li><li>'compassion, joy, and love.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 4     | <ul><li>"that's a big difference to miss switching between those two types of things versus just getting to sort of that more subtle feeling of more individuated sense of self at layer one of location two."</li><li>"The thing about all the things that you're mentioning is that they really, you know, for someone else could be something that might, you know, trigger them going to a lower location or something like that. But they're not necessarily things that would hold someone in a location, you know, like you can be in location one, layer two as your dominant experience and still have, you know, triggers that pull you down to layer one or something, but nonetheless be anchored, you know, at a higher layer than that or even over in location two."</li><li>'switch into layer one.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 7     | <ul><li>'And if you really deepen into layer four in location two, your system will sooner or later be unable to really stabilize that in location two and it will shift into location four.'</li><li>"I have my doubts about that one because sometimes I feel like maybe a more like a layer four, but. Because I don't feel there's 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 doesn't really feel like a container to me."</li><li>'I suspect you are probably you have probably touched upon layer four and location two for a while'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| 1     | <ul><li>"And there's some more notes here. Like, the deepest part of this is, is the back of my heart feels really sort of timeless spaciousness or. Or like, like, like a, like a grand dimension. Um, I feel like I'm behind myself. I'm watching myself. I'm feeling like I'm a field of awareness. The body is still here and it still has sensations and pain, but it's happening within a field. Sometimes when I'm driving, it feels like everything is moving through me. And again, feeling I'm not having a back or a heart or a head. So that so, so more the back. The back of the body. The back of the head. I'm feeling emptiness. And when I notice this, this then fills up the room. Um, and I feel I'm in, in the rooms. Um, so to speak. And so this can have like an emptiness feeling. But then. The body is still there. But then when I when I when I go into this sort of spaciousness feeling behind myself, I'm the body"</li><li>"Like, even right now, I'm feeling a little bit the gosh, it's it's it's like a warmth right here in my in my, you know, kind of chest and just torso, you kind of stomach area. Um. And just. I wouldn't. It's in the family of joy, but I wouldn't call it joy necessarily. It's also the related to this idea that just. And you know that everything is going to be okay, but it's somehow stronger than that. Well, there's a few things."</li><li>'and layer two of location one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.4      |

## 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/bert-tc-v3")
# Run inference
preds = model("freedom")
```

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### Downstream Use

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-->

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### Out-of-Scope Use

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## Bias, Risks and Limitations

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### Recommendations

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## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 1   | 33.6929 | 283 |

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

### Training Hyperparameters
- batch_size: (16, 16)
- 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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0008 | 1    | 0.3784        | -               |
| 0.0394 | 50   | 0.2307        | -               |
| 0.0787 | 100  | 0.28          | -               |
| 0.1181 | 150  | 0.2109        | -               |
| 0.1575 | 200  | 0.2073        | -               |
| 0.1969 | 250  | 0.2011        | -               |
| 0.2362 | 300  | 0.245         | -               |
| 0.2756 | 350  | 0.1366        | -               |
| 0.3150 | 400  | 0.1793        | -               |
| 0.3543 | 450  | 0.1141        | -               |
| 0.3937 | 500  | 0.1676        | -               |
| 0.4331 | 550  | 0.1417        | -               |
| 0.4724 | 600  | 0.0576        | -               |
| 0.5118 | 650  | 0.1287        | -               |
| 0.5512 | 700  | 0.0757        | -               |
| 0.5906 | 750  | 0.0266        | -               |
| 0.6299 | 800  | 0.0439        | -               |
| 0.6693 | 850  | 0.1263        | -               |
| 0.7087 | 900  | 0.0349        | -               |
| 0.7480 | 950  | 0.0296        | -               |
| 0.7874 | 1000 | 0.0331        | -               |
| 0.8268 | 1050 | 0.032         | -               |
| 0.8661 | 1100 | 0.0088        | -               |
| 0.9055 | 1150 | 0.0682        | -               |
| 0.9449 | 1200 | 0.0842        | -               |
| 0.9843 | 1250 | 0.038         | -               |
| 1.0236 | 1300 | 0.0864        | -               |
| 1.0630 | 1350 | 0.0231        | -               |
| 1.1024 | 1400 | 0.0079        | -               |
| 1.1417 | 1450 | 0.0109        | -               |
| 1.1811 | 1500 | 0.0118        | -               |
| 1.2205 | 1550 | 0.0887        | -               |
| 1.2598 | 1600 | 0.0095        | -               |
| 1.2992 | 1650 | 0.0057        | -               |
| 1.3386 | 1700 | 0.0143        | -               |
| 1.3780 | 1750 | 0.0061        | -               |
| 1.4173 | 1800 | 0.0108        | -               |
| 1.4567 | 1850 | 0.007         | -               |
| 1.4961 | 1900 | 0.0076        | -               |
| 1.5354 | 1950 | 0.0313        | -               |
| 1.5748 | 2000 | 0.0019        | -               |
| 1.6142 | 2050 | 0.0307        | -               |
| 1.6535 | 2100 | 0.0023        | -               |
| 1.6929 | 2150 | 0.0018        | -               |
| 1.7323 | 2200 | 0.0049        | -               |
| 1.7717 | 2250 | 0.0155        | -               |
| 1.8110 | 2300 | 0.0021        | -               |
| 1.8504 | 2350 | 0.0036        | -               |
| 1.8898 | 2400 | 0.0136        | -               |
| 1.9291 | 2450 | 0.0029        | -               |
| 1.9685 | 2500 | 0.0077        | -               |
| 2.0079 | 2550 | 0.0019        | -               |
| 2.0472 | 2600 | 0.0036        | -               |
| 2.0866 | 2650 | 0.0032        | -               |
| 2.1260 | 2700 | 0.0112        | -               |
| 2.1654 | 2750 | 0.0018        | -               |
| 2.2047 | 2800 | 0.0038        | -               |
| 2.2441 | 2850 | 0.0035        | -               |
| 2.2835 | 2900 | 0.0044        | -               |
| 2.3228 | 2950 | 0.002         | -               |
| 2.3622 | 3000 | 0.0068        | -               |
| 2.4016 | 3050 | 0.0014        | -               |
| 2.4409 | 3100 | 0.0029        | -               |
| 2.4803 | 3150 | 0.0023        | -               |
| 2.5197 | 3200 | 0.0021        | -               |
| 2.5591 | 3250 | 0.0084        | -               |
| 2.5984 | 3300 | 0.0017        | -               |
| 2.6378 | 3350 | 0.0014        | -               |
| 2.6772 | 3400 | 0.0009        | -               |
| 2.7165 | 3450 | 0.002         | -               |
| 2.7559 | 3500 | 0.0017        | -               |
| 2.7953 | 3550 | 0.0014        | -               |
| 2.8346 | 3600 | 0.0013        | -               |
| 2.8740 | 3650 | 0.0008        | -               |
| 2.9134 | 3700 | 0.0063        | -               |
| 2.9528 | 3750 | 0.0009        | -               |
| 2.9921 | 3800 | 0.0021        | -               |
| 3.0315 | 3850 | 0.0012        | -               |
| 3.0709 | 3900 | 0.0012        | -               |
| 3.1102 | 3950 | 0.0011        | -               |
| 3.1496 | 4000 | 0.0008        | -               |
| 3.1890 | 4050 | 0.0015        | -               |
| 3.2283 | 4100 | 0.0013        | -               |
| 3.2677 | 4150 | 0.0008        | -               |
| 3.3071 | 4200 | 0.0009        | -               |
| 3.3465 | 4250 | 0.0016        | -               |
| 3.3858 | 4300 | 0.001         | -               |
| 3.4252 | 4350 | 0.001         | -               |
| 3.4646 | 4400 | 0.0018        | -               |
| 3.5039 | 4450 | 0.0018        | -               |
| 3.5433 | 4500 | 0.0017        | -               |
| 3.5827 | 4550 | 0.0023        | -               |
| 3.6220 | 4600 | 0.0013        | -               |
| 3.6614 | 4650 | 0.0015        | -               |
| 3.7008 | 4700 | 0.0009        | -               |
| 3.7402 | 4750 | 0.0009        | -               |
| 3.7795 | 4800 | 0.0032        | -               |
| 3.8189 | 4850 | 0.0012        | -               |
| 3.8583 | 4900 | 0.0023        | -               |
| 3.8976 | 4950 | 0.0009        | -               |
| 3.9370 | 5000 | 0.0009        | -               |
| 3.9764 | 5050 | 0.0012        | -               |

### 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: 2.16.0
- 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": "freedom"}, {"text": "So you said that you weren't sure whether at times your, you were viewing layer one"}, {"text": "but it's definitely in the direction of layer four and in the direction of location four."}, {"text": "No sense of agency."}, {"text": "This is a stillness for."}], "pipeline_tag": "text-classification", "inference": true, "model-index": [{"name": "SetFit", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "Unknown", "type": "unknown", "split": "test"}, "metrics": [{"type": "accuracy", "value": 0.4, "name": "Accuracy"}]}]}]}
setfit safetensors bert sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 model-index region:us