
# SetFit with sentence-transformers/paraphrase-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/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-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/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
|:------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 27    | <ul><li>"It's probably like a layer, like a layer two kind of thing."</li><li>"When you just upset at it. It does a little bit like it didn't at first, and that question sort of made it feel there was a connection or merge."</li><li>'spaciousness or emptiness'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 5     | <ul><li>"And so the more you experience that in the context of layer two, just as you go throughout your life, the more you know, you're sort of communicating, you know, let's drive the car half on the curb, half on the road kind of thing. And so as you go through your day to day life, it's probably going to remain fairly well rooted in location and location to layer two with that sort of additional stillness being accessible that you can put your attention on."</li><li>'I think it just be like a little easier to just to stay in location two and just go to the layer two'</li><li>'layer two and feel emptiness.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 21    | <ul><li>'Location 5 and later brings “reintegration” beyond anything \r\nthat can previously be imagined.'</li><li>'The second one, the Path \r\nof Humanity (PoH), bears a greater resemblance to earlier locations.'</li><li>'There are a handful of sects that directly focus on Location 4, and \r\neven 5+.'</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>'because location to layer four can sound so much like'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 29    | <ul><li>'flatness'</li><li>'dual'</li><li>"like glimpsing into layer four by doing. Like unprovoked happiness. But. And then the fact that it didn't last too long, which is that's indicative of just the layer four, but not location four. Thing."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| 4     | <ul><li>"I used to be very, very reactive. I think I have some, like, you know, neuroticism in my personality because I used to be very reactive before and that's still there. If I get, you know, annoyed at work or, you know, have too much to do, I get stressed out. So I think there's like a reactivity. And that also pushes me down, even though it's much less than it used to be."</li><li>'You can just go straight from layer one to like a deep layer of, you know, location two in a very brief period.'</li><li>"So, you know, I'm not it's not a bad thing that you shift into layer one or anything like that. It's not something to be avoided."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 6     | <ul><li>'layer three'</li><li>"And but there's this is like one very positive feeling where I, um, that, yeah, in a very strong connectedness to, to, to other people. Um, I so there is a sense of self but it's not, it's not important. So it's but, but I can feel the difference."</li><li>'I can see the broadband'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 22    | <ul><li>'nFW'</li><li>"There's still a lot of thoughts that I have. They are not so much in as as they were when I when I was not in fundamental being."</li><li>'not fundamental well-being.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 1     | <ul><li>'only location one layer two seemed to get a graphic and the bird looks a little confused.'</li><li>'and then goes up to layer two in location one'</li><li>'Either location, one with some shallow access to layer two.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 28    | <ul><li>'fullness'</li><li>"it sounds a lot to me like you're rooted primarily in layer three as your dominant layer."</li><li>"But again, that is if I choose to focus in that way and I don't have a sense of emptiness, rather I would say when I you know, when if I just feel it's more of a sense of fullness that I'm experiencing. And I feel like I experienced that in the world as well. So not just in myself. And but then when I relate to people, for example, that is still going to be, you know, I'm still going to default back into seeing us as two separate individuals. Right. And you know, very much in that way."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 10    | <ul><li>'three that comes from personal emotions at layer three. Um'</li><li>"If they're coming out of layer three, location three, Um, you know, then so there's always this mix. I think you're in a situation where even fairly recently, this is, you know, deepening and developing more in the direction from sort of the top part of location to over into increasingly rooting itself in Layer four. And for you,"</li><li>"There's a sort of draw towards it for myself. Feels kind of like a natural place for me, just like compassion and love feel very, um, inherent to my being in some way"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 24    | <ul><li>'mindfulness.'</li><li>'Fundamental Wellbeing'</li><li>"you've been fundamental well-being so long"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 0     | <ul><li>'But I can see layer one acting. I can I can see the mind doing its things of analyzing and planning'</li><li>'I would say play to your strengths for the moment. Write what you have access to that is further than layer one location one.'</li><li>"Yeah, I would think probably not too. It can really feel like a return to layer one if you've become more established"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| 23    | <ul><li>"It's very rare. You know, it's not one of those things that one runs across very often. I mean, I would be surprised if we run across 100 of them probably at this point out of 10,000 people that are in fundamental well-being. It's"</li><li>'well-being'</li><li>'how long have you been in fundamental wellbeing'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 17    | <ul><li>"There's still a sense of fullness, There's still a sense of okayness unless it's a kind of extraordinary situation."</li><li>"So it's it's lately. It's it's. It's when things are quieting down. So it's. So the last two weeks it has been very, very busy. So it's I've been more in location one"</li><li>'Finders’ emotional content varies. Despite their reduced charge in \r\nLocation 1, memories still have a mix of positive and negative emotions \r\nassociated with them.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 20    | <ul><li>'Location 4 Finders either remain alone or learn how \r\nto respond appropriately so that their partner feels loved.'</li><li>'Location 4 \r\nindividuals have reported shifts to two-dimensional instead of three-\r\ndimensional visions'</li><li>'freedom'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| 18    | <ul><li>'Location 2'</li><li>'nonduality'</li><li>'Location 2'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 26    | <ul><li>"And I liked your suggestion of start doing Mini as you're walking around or driving or parked at the lights or something. Just do Mini in and out too, because with a strong layer one which I had for a long time, I can see how I really need to be. On the ball with this."</li><li>"Um, and then because there's enough of the mind of the mind or layer one still active and still kind of you're still associated with it, that it's kind of like reacting to its own perception."</li><li>"but it certainly sounds like you're predominant location is location to layer three. It sounds like you probably can get pulled down to layer one."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 11    | <ul><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>'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>"'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>                                                                                                                                                                                          |
| 15    | <ul><li>"but it's definitely in the direction of layer four and in the direction of location four."</li><li>"location for Layer four is great if you're already independently wealthy and you can just, you know, go and be location four without a worry in the world."</li><li>"It's very different than layer four location four, layer four type of stuff, which is more freedom."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 16    | <ul><li>'About later locations? Five, six.'</li><li>"If you go through location four and don't deepen, which means you don't get really isolated in layer four, that makes it more likely you'd be on the path of humanity."</li><li>'Location 5'</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>"you're getting a glimpse of layer three and location one"</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> |
| 25    | <ul><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>"You know, you've had experiences that are and non-duality and all of that."</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>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 13    | <ul><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>"location for layer two, when you're really locked into it just feels like some intense, dark night of the soul, you know, maybe the most intense, dark night of the soul experience that you could possibly imagine."</li><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></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 19    | <ul><li>'impersonal emotion'</li><li>'fullness'</li><li>'love.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 8     | <ul><li>'location three combination layer one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 14    | <ul><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>'mix of personal and impersonal emotion, whether people can sense that or not, depending on how deep they are.'</li><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 you've abided. And up to this point, it's like a night and day difference from a layer three perspective."</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>'emptiness of layer two'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |

## Evaluation

### Metrics
| Label_text   | Accuracy |
|:--------|:---------|
| **all** | 0.4756   |

## 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-model-p5-v1")
# Run inference
preds = model("To layer one function.")
```

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## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 1   | 22.4174 | 257 |

| Label_text | Training Sample Count |
|:------|:----------------------|
| 0     | 13                    |
| 1     | 7                     |
| 2     | 8                     |
| 4     | 21                    |
| 5     | 30                    |
| 6     | 30                    |
| 7     | 12                    |
| 8     | 1                     |
| 9     | 2                     |
| 10    | 30                    |
| 11    | 4                     |
| 13    | 3                     |
| 14    | 4                     |
| 15    | 9                     |
| 16    | 30                    |
| 17    | 30                    |
| 18    | 30                    |
| 19    | 30                    |
| 20    | 30                    |
| 21    | 23                    |
| 22    | 17                    |
| 23    | 30                    |
| 24    | 30                    |
| 25    | 7                     |
| 26    | 30                    |
| 27    | 30                    |
| 28    | 30                    |
| 29    | 30                    |

### Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (3, 3)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 2e-05)
- head_learning_rate: 2e-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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0007 | 1    | 0.2037        | -               |
| 0.0363 | 50   | 0.2357        | -               |
| 0.0726 | 100  | 0.2635        | -               |
| 0.1089 | 150  | 0.2129        | -               |
| 0.1451 | 200  | 0.2669        | -               |
| 0.1814 | 250  | 0.183         | -               |
| 0.2177 | 300  | 0.192         | -               |
| 0.2540 | 350  | 0.1591        | -               |
| 0.2903 | 400  | 0.2303        | -               |
| 0.3266 | 450  | 0.0538        | -               |
| 0.3628 | 500  | 0.0662        | -               |
| 0.3991 | 550  | 0.1412        | -               |
| 0.4354 | 600  | 0.103         | -               |
| 0.4717 | 650  | 0.0785        | -               |
| 0.5080 | 700  | 0.1143        | -               |
| 0.5443 | 750  | 0.013         | -               |
| 0.5806 | 800  | 0.0824        | -               |
| 0.6168 | 850  | 0.0268        | -               |
| 0.6531 | 900  | 0.043         | -               |
| 0.6894 | 950  | 0.0236        | -               |
| 0.7257 | 1000 | 0.1193        | -               |
| 0.7620 | 1050 | 0.1758        | -               |
| 0.7983 | 1100 | 0.0203        | -               |
| 0.8345 | 1150 | 0.022         | -               |
| 0.8708 | 1200 | 0.0763        | -               |
| 0.9071 | 1250 | 0.1507        | -               |
| 0.9434 | 1300 | 0.0125        | -               |
| 0.9797 | 1350 | 0.0072        | -               |
| 1.0160 | 1400 | 0.0575        | -               |
| 1.0522 | 1450 | 0.0038        | -               |
| 1.0885 | 1500 | 0.0567        | -               |
| 1.1248 | 1550 | 0.0954        | -               |
| 1.1611 | 1600 | 0.0476        | -               |
| 1.1974 | 1650 | 0.006         | -               |
| 1.2337 | 1700 | 0.0047        | -               |
| 1.2700 | 1750 | 0.0561        | -               |
| 1.3062 | 1800 | 0.0151        | -               |
| 1.3425 | 1850 | 0.0053        | -               |
| 1.3788 | 1900 | 0.0369        | -               |
| 1.4151 | 1950 | 0.0516        | -               |
| 1.4514 | 2000 | 0.0065        | -               |
| 1.4877 | 2050 | 0.0512        | -               |
| 1.5239 | 2100 | 0.0806        | -               |
| 1.5602 | 2150 | 0.0102        | -               |
| 1.5965 | 2200 | 0.0069        | -               |
| 1.6328 | 2250 | 0.0679        | -               |
| 1.6691 | 2300 | 0.0027        | -               |
| 1.7054 | 2350 | 0.0652        | -               |
| 1.7417 | 2400 | 0.0055        | -               |
| 1.7779 | 2450 | 0.0037        | -               |
| 1.8142 | 2500 | 0.0648        | -               |
| 1.8505 | 2550 | 0.0136        | -               |
| 1.8868 | 2600 | 0.0277        | -               |
| 1.9231 | 2650 | 0.0565        | -               |
| 1.9594 | 2700 | 0.0048        | -               |
| 1.9956 | 2750 | 0.0075        | -               |
| 2.0319 | 2800 | 0.0053        | -               |
| 2.0682 | 2850 | 0.0098        | -               |
| 2.1045 | 2900 | 0.024         | -               |
| 2.1408 | 2950 | 0.0025        | -               |
| 2.1771 | 3000 | 0.052         | -               |
| 2.2134 | 3050 | 0.0056        | -               |
| 2.2496 | 3100 | 0.0273        | -               |
| 2.2859 | 3150 | 0.0699        | -               |
| 2.3222 | 3200 | 0.0052        | -               |
| 2.3585 | 3250 | 0.0034        | -               |
| 2.3948 | 3300 | 0.0522        | -               |
| 2.4311 | 3350 | 0.0107        | -               |
| 2.4673 | 3400 | 0.0031        | -               |
| 2.5036 | 3450 | 0.0426        | -               |
| 2.5399 | 3500 | 0.0532        | -               |
| 2.5762 | 3550 | 0.0065        | -               |
| 2.6125 | 3600 | 0.0062        | -               |
| 2.6488 | 3650 | 0.0054        | -               |
| 2.6851 | 3700 | 0.0955        | -               |
| 2.7213 | 3750 | 0.0047        | -               |
| 2.7576 | 3800 | 0.0386        | -               |
| 2.7939 | 3850 | 0.0091        | -               |
| 2.8302 | 3900 | 0.0051        | -               |
| 2.8665 | 3950 | 0.002         | -               |
| 2.9028 | 4000 | 0.0378        | -               |
| 2.9390 | 4050 | 0.0024        | -               |
| 2.9753 | 4100 | 0.0014        | -               |

### 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: 2.15.0
- 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": "location four, you know, you're just sort of watching your thoughts."}, {"text": "Can't have the look or see without without going into the mind"}, {"text": "from close to that place and kind of maybe sync zoom in a bit, but you can essentially live probably a lot of your life from a place like that."}, {"text": "spaciousness and layer two"}, {"text": "To layer one function."}], "pipeline_tag": "text-classification", "inference": true, "base_model": "sentence-transformers/paraphrase-mpnet-base-v2", "model-index": [{"name": "SetFit with sentence-transformers/paraphrase-mpnet-base-v2", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "Unknown", "type": "unknown", "split": "test"}, "metrics": [{"type": "accuracy", "value": 0.47555555555555556, "name": "Accuracy"}]}]}]}
setfit safetensors mpnet sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/paraphrase-mpnet-base-v2 model-index region:us