
# 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 4     | <ul><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><li>"It's more like 2.1. So mostly layer one as I am still very much in the world and not so out there doing stuff."</li><li>'distant from layer one in terms of where your perception is centered.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
| 18    | <ul><li>'correct decision or path to take when presented'</li><li>'Location 2'</li><li>'Location 2'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 25    | <ul><li>"You're coming up theoretically somewhere on the end of your first seven year cycle and fundamental well being."</li><li>"You know, obviously, if you've been in fundamental well-being since, I think you're you might have said 2017 or somewhere around there."</li><li>"Okay, so you've been in fundamental wellbeing for quite a while."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 19    | <ul><li>'Christian'</li><li>'or 3 briefly'</li><li>'impersonal emotion'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| 6     | <ul><li>"And from there, you can also see layer one. There's a very good connection between layer three and one and location two."</li><li>'layer three of location two and still be very much personally in love with someone.'</li><li>"Of just extreme wonder gratitude. Astonishment. Just feeling of being extremely blessed. And kind of. There's kind of a cosmic dimension to it."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 17    | <ul><li>'can be very subtle'</li><li>'This can \r\nlead to reduced motivation to do things in day-to-day life until a new'</li><li>"The people around. Yeah. And what, what made me come back a little bit, it does not mean that I cannot go there anymore. So it got basically it got easier to get there is only that, as I said, the last three weeks it has been very it's been a lot of things going on and it's yeah, it was just more beneficial maybe to be in, in location one day or one."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 27    | <ul><li>'emptiness or spaciousness'</li><li>'less personal drama.'</li><li>"Spaciousness is always trying to get people's attention and pull them back."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| 15    | <ul><li>"It's very different than layer four location four, layer four type of stuff, which is more freedom."</li><li>"I'm not sure if you meant every single layer of of layer four, for example. Probably more just like what makes sense. And you say for that I need to get to location for layer four."</li><li>'glimpse a more pure form of layer four in location four'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 24    | <ul><li>'Fundamental Wellbeing'</li><li>'‘seeker’'</li><li>'meditation'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| 5     | <ul><li>"it's easy as well to go to location to layer two basically"</li><li>'certain qualities of layer two'</li><li>"There's a there's a lot of spaciousness and a feeling of. A space of awareness in which thoughts, emotions, sensations, perceptions arise. And it's very, very much a default for me. You know, I don't identify necessarily purely with just the contracted sort of psychological inner being and a physical body. I do feel more expanded and feel like. All of the the whole the entire bubble of perception is sort of me. Or I'm made up of that same. Whatever that is."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| 22    | <ul><li>"And what you'll see is if you were to just take those instructions and then just view them as more of a longitudinal practice, eventually you would sort of systematically work your way through everything, all of the memories. You would even eventually get to the point where you're working on the self, to some degree, which might be a little trickier for you in location two. Obviously, those instructions are designed for people that are not in fundamental well-being"</li><li>'no Fundamental Wellbeing'</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></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| 29    | <ul><li>'I must have progressed into layer four.'</li><li>"I think it's further and I also think there are way more layers than four."</li><li>"freedom is really big for me. And I have thought when when I'm at layer four or whatever, I could see that I would want to go on easily. I could easily see that I would. The path of freedom seemed like."</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>"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>"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>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
| 21    | <ul><li>'The decision to move into these later locations is not to be made \r\nlightly.'</li><li>'increase in intensity through Location 8.'</li><li>'It’s likely that there is a mechanism in the brain that is responsible \r\nfor this form of learning'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 28    | <ul><li>'presence all pervading kind of thing'</li><li>'layer three sort of presence thing, then that would suggest that you are fluidly moving, at least some of the time.'</li><li>'fullness'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 10    | <ul><li>'I think the centralist thing might not relate to Deep and layer three center lessness.'</li><li>"To me when I see Luminosity, it's not so much when with with physical eyes, if that makes sense. It's more like a seeing within. Mhm."</li><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></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| 23    | <ul><li>"you know, there are other side benefits. You know, it's but one of the benefits of that system is the authority associated with it. You know, having someone say, okay, now this and feeling a sense in the system very much like a Christian does and turning something over to Jesus or turning something over to Christ or something like that. Right. So it's up to you to do that. In this case. And you've seen this a million times and people who have come to you, you know, hoping to transition to fundamental well-being, they've got to give permission to give up their old life."</li><li>'As far as you can.'</li><li>'help them transition into fundamental well-being.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| 16    | <ul><li>'location five feels as flat as location four'</li><li>'And then, you know, you describe the location five visual effects, very, very typical experience of that, the sensory glitches you describe in terms of passing out and having the arms get paralyzed.'</li><li>'path of freedom'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| 11    | <ul><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><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></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>'Sense of self at layer one.'</li><li>'everything just shows up.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| 20    | <ul><li>'four-no self'</li><li>":  Hard to remember because if they're short lived I mean there's something going on in meditation where the body is becomes like a Picasso painting. It's fragmented. The the seamlessness of it isn't there. So it feels like there's a foot and a hand and a surface of the chest. You know, the way Picasso painted. And that's the body. Sometimes there is pixelation pixelation of vision. Uh, when I wake up, sometimes it'll be. Things will just be so pixelated. And then things become more solid. So that's the only ones that I can kind of recall."</li><li>'Location 4 Finders say they do not have a sense of agency. Individuals \r\nat Locations 2 and 3 can also comment that, “there is no doer.” This \r\nis related to the earlier discussion of there being no “seer” (or “hearer,” \r\netc.).'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| 7     | <ul><li>"that you had mentioned that location to layer four is like, not that likely to happen. Um, and this, this sense of like, just what is or just, you know, everything is just the way it is or whatever. Um, that doesn't seem to go in and out. Um, but, you know, there's, there's no perceptual difference to it. It's just, you know, it's just like, not an understanding, but it's just like, it feels like once that's there, why would you think otherwise, you know"</li><li>"that's kind of pushing you back into your default because you're not sinking into those experiences. And the, the question isn't necessarily putting you straight into like layer four where, you know, there's no self whatsoever."</li><li>"Those are those are such subjective qualities that don't necessarily apply to layer four. Um. And so but let's go back let's go to let's go earlier here and make sure that, you know, you really are switching between location one and location two. Yeah, that's a little unusual. So let's make sure that's happening. You actually feel like you're at times when you're in the world, your system is literally going from our, our non-dual perception tests. Right. Which involve like a looker in here."</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| 0     | <ul><li>'very attached to my mind.'</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><li>"I'm in location. One layer one at this moment"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| 2     | <ul><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><li>'up through layer three and that location three experience, which is where you get such ready access.'</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>'mix of personal and impersonal emotion, whether people can sense that or not, depending on how deep they are.'</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></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 1     | <ul><li>"I still feel like I'm very much a location in location one and it's just going to player two."</li><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>'only location one layer two seemed to get a graphic and the bird looks a little confused.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| 8     | <ul><li>'location three combination layer one'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| 9     | <ul><li>'emptiness of layer two'</li><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></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.4444   |

## 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-v2")
# 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 | 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: (1, 1)
- 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    | 0.2717        | -               |
| 0.0363 | 50   | 0.1884        | -               |
| 0.0726 | 100  | 0.2065        | -               |
| 0.1089 | 150  | 0.1613        | -               |
| 0.1451 | 200  | 0.2019        | -               |
| 0.1814 | 250  | 0.0884        | -               |
| 0.2177 | 300  | 0.0692        | -               |
| 0.2540 | 350  | 0.0454        | -               |
| 0.2903 | 400  | 0.0616        | -               |
| 0.3266 | 450  | 0.0556        | -               |
| 0.3628 | 500  | 0.0276        | -               |
| 0.3991 | 550  | 0.0932        | -               |
| 0.4354 | 600  | 0.1245        | -               |
| 0.4717 | 650  | 0.0917        | -               |
| 0.5080 | 700  | 0.0803        | -               |
| 0.5443 | 750  | 0.0283        | -               |
| 0.5806 | 800  | 0.0124        | -               |
| 0.6168 | 850  | 0.034         | -               |
| 0.6531 | 900  | 0.0208        | -               |
| 0.6894 | 950  | 0.0192        | -               |
| 0.7257 | 1000 | 0.0155        | -               |
| 0.7620 | 1050 | 0.035         | -               |
| 0.7983 | 1100 | 0.1615        | -               |
| 0.8345 | 1150 | 0.0807        | -               |
| 0.8708 | 1200 | 0.0263        | -               |
| 0.9071 | 1250 | 0.0593        | -               |
| 0.9434 | 1300 | 0.057         | -               |
| 0.9797 | 1350 | 0.023         | -               |

### 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": 0.4444444444444444, "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 has_space region:us