setfit safetensors xlm-roberta sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:T-Systems-onsite/cross-en-de-roberta-sentence-transformer base_model:finetune:T-Systems-onsite/cross-en-de-roberta-sentence-transformer model-index region:us
---
base_model: T-Systems-onsite/cross-en-de-roberta-sentence-transformer
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: '14. Juli 2022: Ein Dialogversuch Mitten in der Sommerpause veröffentlichen
    die beiden für das Heizungsgesetz zuständigen Ministerien, das  Bundeswirtschaftsministerium'
- text: 'Falls Sie beim Blick auf die „Bild“-Schlagzeile („Habecks strenges Heizungsverbot
    gekippt“) dachten, die Bundesregierung habe sich besonnen, muss ich Sie enttäuschen.
    Alles bleibt im Grunde beim Alten. Es gibt nur eine Änderung: Alte Heizungen dürfen
    länger in Betrieb bleiben, wenn sie mit klimafreundlichen Gasen laufen. Die Regierung
    nennt das „technologieoffen“. Da grüner oder blauer Wasserstoff so schnell nicht
    zur Verfügung stehen wird, kommt eigentlich nur Biogas infrage. Wohl dem, der
    über einen Misthaufen vor der Haustür verfügt!'
- text: 'Erst mal löst das kaum Debatten aus. Nicht einmal, als die Ampel drei Monate
    nach ihrem Start auf Russlands Angriff auf die Ukraine reagiert und stärker Energie
    sparen will. Ende März 2022 zieht sie ihre Ziele vor: auf den 1. Januar 2024.
    Die 65 Öko-Prozent werde man „jetzt gesetzlich festschreiben“. Aufschrei? Fehlanzeige.
    Schlagzeilen machen das gleichzeitig beschlossene Neun-Euro-Ticket und die Senkung
    der Mineralölsteuer. In den zuständigen Ministerien für Wirtschaft und Bau beginnt
    die Arbeit an einem Heizungsgesetz. Im Stillen.'
- text: 'Doch Widerstände gibt es reichlich, auch in der Koalition. Finanzminister
    Christian Lindner (FDP) stimmte dem Gesetz zwar im Kabinett zu. Er tue dies aber
    in dem Bewusstsein, dass die Fraktionen im Bundestag „weitere notwendige Änderungen
    vornehmen werden“, gab er zu Protokoll. Noch deutlicher wurde FDP-Energiepolitiker
    Michael Kruse: Das „Heizungsverbotsgesetz“ überfordere die Menschen, dem könne
    er so nicht zustimmen. Ähnlich äußerte sich Unionsfraktionsvize Jens Spahn. „Wir
    werden alles dafür tun, dass dieses Gesetz so nicht kommt.“ Jede künftige Wahl
    werde nun zu einer „Abstimmung über dieses Gesetz, über diese Überforderung der
    Bürgerinnen und Bürger“.'
- text: 'Denn es zieht sich durch alle Grundbedürfnisse, die momentan mit jenem hämischen
    Vergnügen aufgekündigt werden, das sich an Zerstörung und Abwertung aufgeilt.
    Es gibt hier in den Medien herumgereichte Leute, die die individuelle Mobilität
    jenseits des Lastenrades abschaffen und verbieten wollen, und eine politische
    Kaste, die ihnen mit Pollern, Steuern und Parkplatzabschaffung entgegenkommt.
    Es gibt eine nun schon seit Jahren anhaltende Kampagne gegen das Eigenheim, obwohl
    das eigene Haus im Grünen ohne Nachbarn für die große Mehrheit in diesem Land
    spätestens mit der Hochzeit die Idealvorstellung ist. Dagegen wird agitiert, obwohl
    diese Bauherren die Wirtschaft stützen und selbst Aufgaben übernehmen, für die
    der Staat zu unfähig ist. Wer es geschafft hat, wird jetzt mit Heizungsverboten
    und teuren Dämmzwängen durch die Hintertür schikaniert, während das erarbeitete
    Eigentum massiv an Wert verliert. Die gleiche Kaste in Berlin meint jetzt, man
    könnte auch zur 4-Tage-Woche übergehen: Da wäre ich für einen Feldversuch bei
    ihnen, etwa bei Schlüsseldiensten oder Rohrleitungsexperten oder der Müllabfuhr
    oder ganz generell bei der Logistik, damit die Arbeitsfernen an den Rechnern in
    den Städten einmal ein Gefühl dafür bekommen, was sie diesen Menschen eigentlich
    verdanken. Es ist die gleiche Kaste, die Arbeit so belastet, dass sie sich im
    Vergleich zu den üppigen Bürgergeld-Geschenken für Migration und Nichtstun kaum
    mehr lohnt. Das war in Deutschland früher übrigens auch mal anders, da konnte
    man keine Politik gegen die Arbeitnehmer und ihre Bedürfnisse machen.'
inference: true
model-index:
- name: SetFit with T-Systems-onsite/cross-en-de-roberta-sentence-transformer
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.6119402985074627
      name: Accuracy
---

# SetFit with T-Systems-onsite/cross-en-de-roberta-sentence-transformer

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [T-Systems-onsite/cross-en-de-roberta-sentence-transformer](https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer) 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:** [T-Systems-onsite/cross-en-de-roberta-sentence-transformer](https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer)
- **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:** 3 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
|:-----------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| opposed    | <ul><li>'Die geplante flächendeckende Einführung von Wärmepumpen durch das neue Heizungsgesetz stößt auf erhebliche Skepsis, da die Kosten für Hausbesitzer in die Höhe schnellen könnten und die technische Umsetzbarkeit in vielen Altbauten fraglich bleibt. Zudem wird die Frage aufgeworfen, ob der massive staatliche Eingriff in den Heizungsmarkt letztlich zu einer unnötigen Belastung der Bürger führt, ohne einen nennenswerten Effekt auf den globalen CO₂-Ausstoß zu haben.'</li><li>'Aufgewacht aus dem Heizungstraum: Trotz geschärfter Gesetzesinitiativen regt sich massiver Skeptizismus gegen die flächendeckende Einführung von Wärmepumpen! Koste es, was es wolle, bevor blind drauflos gepumpt wird, müssen realistische Lösungen her – alles andere heizt nur Ärger auf!'</li><li>'Wärmepumpen-Wahnsinn auf dem Vormarsch: Die geplante Gesetzesinitiative zur flächendeckenden Einführung von Wärmepumpen sorgt für erhitzte Gemüter und Skepsis in der Bevölkerung. Kritiker warnen vor explodierenden Kosten und unzureichender Infrastruktur, während die Regierung weiterhin auf stur schaltet.'</li></ul>                                                                                                                                                                                                                                                                                                                                                           |
| neutral    | <ul><li>'Die Bundesregierung plant, den Einbau neuer Gas- und Ölheizungen künftig nur noch in Kombination mit Wärmepumpen zu genehmigen. Bevor das Heizungsverbot in Kraft tritt, müssen Städte und Kommunen zunächst einen Wärmeplan vorlegen, was in Berlin frühestens 2026 erwartet wird.'</li><li>'Die Bundesregierung plant die Einführung eines sogenannten "Heizungsgesetzes", das den Einbau neuer Gas- und Ölheizungen nur noch in Kombination mit Wärmepumpen erlauben soll. Die Umsetzung dieses Gesetzes soll jedoch erst nach Vorlage eines "Wärmeplans" durch die jeweiligen Städte und Kommunen erfolgen, wodurch eine aufschiebende Wirkung entsteht. In einigen Städten, wie Berlin, könnte das Verbot für den Einbau von Gas- und Ölheizungen ohne Wärmepumpen daher erst 2026 in Kraft treten.'</li><li>'In einer jüngsten Gesetzesinitiative wird der Einbau neuer Gas- und Ölheizungen künftig nur noch genehmigt, wenn sie mit Wärmepumpen kombiniert werden. Die Umsetzung des sogenannten "Heizungsgesetzes" soll eine aufschiebende Wirkung haben: Zunächst müssen Städte und Kommunen einen "Wärmeplan" vorlegen, bevor das Heizungsverbot in Kraft tritt. In Berlin könnte dies frühestens im Jahr 2026 der Fall sein.'</li></ul>                                                                                                                                                                                                                                       |
| supportive | <ul><li>'Die jüngsten Gesetzesinitiativen zur Einführung von Wärmepumpen als Standardheizung haben die Gemüter erhitzt. Kritiker monieren hohe Anschaffungskosten und technische Herausforderungen, während Befürworter den positiven Beitrag dieser Technologie zur Reduzierung der CO2-Emissionen betonen. Angesichts des Klimawandels bleibt die Frage offen, ob diese Maßnahmen ausreichen oder sogar übertrieben sind; sie bilden jedoch einen entscheidenden Schritt in Richtung einer nachhaltigeren Energiepolitik.'</li><li>'Die geplante Einführung der Wärmepumpen als Teil des Heizungsgesetzes stößt auf Kritik, insbesondere hinsichtlich der finanziellen Belastung für Eigenheimbesitzer und der technischen Umsetzbarkeit in Altbauten. Dennoch setzt das Vorhaben ein ermutigendes Signal für den Klimaschutz und die notwendige Transformation des Energiesektors hin zu umweltfreundlicheren Technologien.'</li><li>'Die geplante flächendeckende Einführung von Wärmepumpen durch das neue Heizungsgesetz stößt auf gemischte Reaktionen: Während Kritiker die hohen Anfangsinvestitionen und die technische Umsetzbarkeit in Frage stellen, wird das Gesetz von vielen als notwendiger Schritt hin zu nachhaltigeren und langfristig kostengünstigeren Heizlösungen begrüßt. Besonders in Regionen, in denen Heizsysteme ohnehin erneuert werden müssen, könnte die Initiative einen wichtigen Anstoß für den Umstieg auf umweltfreundlichere Technologien geben.'</li></ul> |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.6119   |

## 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("cbpuschmann/klimacoder_heatpumps_v0.1")
# Run inference
preds = model("14. Juli 2022: Ein Dialogversuch Mitten in der Sommerpause veröffentlichen die beiden für das Heizungsgesetz zuständigen Ministerien, das  Bundeswirtschaftsministerium")
```

<!--
### Downstream Use

*List how someone could finetune this model on their own dataset.*
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Set Metrics
| Training set | Min | Median  | Max |
|:-------------|:----|:--------|:----|
| Word count   | 27  | 60.7919 | 195 |

| Label      | Training Sample Count |
|:-----------|:----------------------|
| neutral    | 363                   |
| opposed    | 352                   |
| supportive | 371                   |

### Training Hyperparameters
- batch_size: (32, 32)
- num_epochs: (3, 3)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step  | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0000 | 1     | 0.1865        | -               |
| 0.0020 | 50    | 0.2414        | -               |
| 0.0041 | 100   | 0.2266        | -               |
| 0.0061 | 150   | 0.2097        | -               |
| 0.0081 | 200   | 0.1931        | -               |
| 0.0102 | 250   | 0.1684        | -               |
| 0.0122 | 300   | 0.1417        | -               |
| 0.0142 | 350   | 0.0991        | -               |
| 0.0163 | 400   | 0.0684        | -               |
| 0.0183 | 450   | 0.0349        | -               |
| 0.0204 | 500   | 0.023         | -               |
| 0.0224 | 550   | 0.0137        | -               |
| 0.0244 | 600   | 0.0091        | -               |
| 0.0265 | 650   | 0.0066        | -               |
| 0.0285 | 700   | 0.0046        | -               |
| 0.0305 | 750   | 0.0031        | -               |
| 0.0326 | 800   | 0.0024        | -               |
| 0.0346 | 850   | 0.002         | -               |
| 0.0366 | 900   | 0.0014        | -               |
| 0.0387 | 950   | 0.0013        | -               |
| 0.0407 | 1000  | 0.001         | -               |
| 0.0427 | 1050  | 0.0008        | -               |
| 0.0448 | 1100  | 0.0008        | -               |
| 0.0468 | 1150  | 0.0006        | -               |
| 0.0488 | 1200  | 0.0005        | -               |
| 0.0509 | 1250  | 0.0005        | -               |
| 0.0529 | 1300  | 0.0004        | -               |
| 0.0550 | 1350  | 0.0005        | -               |
| 0.0570 | 1400  | 0.0003        | -               |
| 0.0590 | 1450  | 0.0003        | -               |
| 0.0611 | 1500  | 0.0003        | -               |
| 0.0631 | 1550  | 0.0002        | -               |
| 0.0651 | 1600  | 0.0002        | -               |
| 0.0672 | 1650  | 0.0002        | -               |
| 0.0692 | 1700  | 0.0002        | -               |
| 0.0712 | 1750  | 0.0001        | -               |
| 0.0733 | 1800  | 0.0001        | -               |
| 0.0753 | 1850  | 0.0002        | -               |
| 0.0773 | 1900  | 0.0003        | -               |
| 0.0794 | 1950  | 0.0001        | -               |
| 0.0814 | 2000  | 0.0001        | -               |
| 0.0834 | 2050  | 0.0001        | -               |
| 0.0855 | 2100  | 0.0001        | -               |
| 0.0875 | 2150  | 0.0001        | -               |
| 0.0896 | 2200  | 0.0001        | -               |
| 0.0916 | 2250  | 0.0001        | -               |
| 0.0936 | 2300  | 0.0001        | -               |
| 0.0957 | 2350  | 0.0001        | -               |
| 0.0977 | 2400  | 0.0001        | -               |
| 0.0997 | 2450  | 0.0001        | -               |
| 0.1018 | 2500  | 0.0           | -               |
| 0.1038 | 2550  | 0.0           | -               |
| 0.1058 | 2600  | 0.0           | -               |
| 0.1079 | 2650  | 0.0           | -               |
| 0.1099 | 2700  | 0.0           | -               |
| 0.1119 | 2750  | 0.0           | -               |
| 0.1140 | 2800  | 0.0           | -               |
| 0.1160 | 2850  | 0.0           | -               |
| 0.1180 | 2900  | 0.0           | -               |
| 0.1201 | 2950  | 0.0           | -               |
| 0.1221 | 3000  | 0.0           | -               |
| 0.1242 | 3050  | 0.0           | -               |
| 0.1262 | 3100  | 0.0           | -               |
| 0.1282 | 3150  | 0.0           | -               |
| 0.1303 | 3200  | 0.0           | -               |
| 0.1323 | 3250  | 0.0           | -               |
| 0.1343 | 3300  | 0.0           | -               |
| 0.1364 | 3350  | 0.0           | -               |
| 0.1384 | 3400  | 0.0           | -               |
| 0.1404 | 3450  | 0.0           | -               |
| 0.1425 | 3500  | 0.0           | -               |
| 0.1445 | 3550  | 0.0           | -               |
| 0.1465 | 3600  | 0.0           | -               |
| 0.1486 | 3650  | 0.0           | -               |
| 0.1506 | 3700  | 0.0           | -               |
| 0.1527 | 3750  | 0.0           | -               |
| 0.1547 | 3800  | 0.0           | -               |
| 0.1567 | 3850  | 0.0           | -               |
| 0.1588 | 3900  | 0.0           | -               |
| 0.1608 | 3950  | 0.0           | -               |
| 0.1628 | 4000  | 0.0           | -               |
| 0.1649 | 4050  | 0.0           | -               |
| 0.1669 | 4100  | 0.0           | -               |
| 0.1689 | 4150  | 0.0           | -               |
| 0.1710 | 4200  | 0.0           | -               |
| 0.1730 | 4250  | 0.0           | -               |
| 0.1750 | 4300  | 0.0           | -               |
| 0.1771 | 4350  | 0.0           | -               |
| 0.1791 | 4400  | 0.0           | -               |
| 0.1811 | 4450  | 0.0           | -               |
| 0.1832 | 4500  | 0.0           | -               |
| 0.1852 | 4550  | 0.0           | -               |
| 0.1873 | 4600  | 0.0           | -               |
| 0.1893 | 4650  | 0.0           | -               |
| 0.1913 | 4700  | 0.0           | -               |
| 0.1934 | 4750  | 0.0           | -               |
| 0.1954 | 4800  | 0.0           | -               |
| 0.1974 | 4850  | 0.0           | -               |
| 0.1995 | 4900  | 0.0           | -               |
| 0.2015 | 4950  | 0.0           | -               |
| 0.2035 | 5000  | 0.0           | -               |
| 0.2056 | 5050  | 0.0           | -               |
| 0.2076 | 5100  | 0.0           | -               |
| 0.2096 | 5150  | 0.0           | -               |
| 0.2117 | 5200  | 0.0           | -               |
| 0.2137 | 5250  | 0.0           | -               |
| 0.2157 | 5300  | 0.0           | -               |
| 0.2178 | 5350  | 0.0           | -               |
| 0.2198 | 5400  | 0.0           | -               |
| 0.2219 | 5450  | 0.0           | -               |
| 0.2239 | 5500  | 0.0           | -               |
| 0.2259 | 5550  | 0.0           | -               |
| 0.2280 | 5600  | 0.0           | -               |
| 0.2300 | 5650  | 0.0           | -               |
| 0.2320 | 5700  | 0.0           | -               |
| 0.2341 | 5750  | 0.0           | -               |
| 0.2361 | 5800  | 0.0           | -               |
| 0.2381 | 5850  | 0.0           | -               |
| 0.2402 | 5900  | 0.0           | -               |
| 0.2422 | 5950  | 0.0           | -               |
| 0.2442 | 6000  | 0.0           | -               |
| 0.2463 | 6050  | 0.0           | -               |
| 0.2483 | 6100  | 0.0           | -               |
| 0.2503 | 6150  | 0.0           | -               |
| 0.2524 | 6200  | 0.0           | -               |
| 0.2544 | 6250  | 0.0           | -               |
| 0.2565 | 6300  | 0.0           | -               |
| 0.2585 | 6350  | 0.0           | -               |
| 0.2605 | 6400  | 0.0           | -               |
| 0.2626 | 6450  | 0.0           | -               |
| 0.2646 | 6500  | 0.0           | -               |
| 0.2666 | 6550  | 0.0           | -               |
| 0.2687 | 6600  | 0.0           | -               |
| 0.2707 | 6650  | 0.0           | -               |
| 0.2727 | 6700  | 0.0           | -               |
| 0.2748 | 6750  | 0.0           | -               |
| 0.2768 | 6800  | 0.0           | -               |
| 0.2788 | 6850  | 0.0           | -               |
| 0.2809 | 6900  | 0.0           | -               |
| 0.2829 | 6950  | 0.0           | -               |
| 0.2849 | 7000  | 0.0           | -               |
| 0.2870 | 7050  | 0.0           | -               |
| 0.2890 | 7100  | 0.0           | -               |
| 0.2911 | 7150  | 0.0           | -               |
| 0.2931 | 7200  | 0.0           | -               |
| 0.2951 | 7250  | 0.0001        | -               |
| 0.2972 | 7300  | 0.0           | -               |
| 0.2992 | 7350  | 0.0           | -               |
| 0.3012 | 7400  | 0.0           | -               |
| 0.3033 | 7450  | 0.0           | -               |
| 0.3053 | 7500  | 0.0           | -               |
| 0.3073 | 7550  | 0.0           | -               |
| 0.3094 | 7600  | 0.0           | -               |
| 0.3114 | 7650  | 0.0           | -               |
| 0.3134 | 7700  | 0.0           | -               |
| 0.3155 | 7750  | 0.0           | -               |
| 0.3175 | 7800  | 0.0           | -               |
| 0.3195 | 7850  | 0.0           | -               |
| 0.3216 | 7900  | 0.0           | -               |
| 0.3236 | 7950  | 0.0           | -               |
| 0.3257 | 8000  | 0.0           | -               |
| 0.3277 | 8050  | 0.0           | -               |
| 0.3297 | 8100  | 0.0           | -               |
| 0.3318 | 8150  | 0.0           | -               |
| 0.3338 | 8200  | 0.0           | -               |
| 0.3358 | 8250  | 0.0           | -               |
| 0.3379 | 8300  | 0.0           | -               |
| 0.3399 | 8350  | 0.0           | -               |
| 0.3419 | 8400  | 0.0           | -               |
| 0.3440 | 8450  | 0.0           | -               |
| 0.3460 | 8500  | 0.0           | -               |
| 0.3480 | 8550  | 0.0           | -               |
| 0.3501 | 8600  | 0.0           | -               |
| 0.3521 | 8650  | 0.0           | -               |
| 0.3541 | 8700  | 0.0           | -               |
| 0.3562 | 8750  | 0.0           | -               |
| 0.3582 | 8800  | 0.0           | -               |
| 0.3603 | 8850  | 0.0           | -               |
| 0.3623 | 8900  | 0.0           | -               |
| 0.3643 | 8950  | 0.0           | -               |
| 0.3664 | 9000  | 0.0           | -               |
| 0.3684 | 9050  | 0.0           | -               |
| 0.3704 | 9100  | 0.0           | -               |
| 0.3725 | 9150  | 0.0           | -               |
| 0.3745 | 9200  | 0.0           | -               |
| 0.3765 | 9250  | 0.0           | -               |
| 0.3786 | 9300  | 0.0           | -               |
| 0.3806 | 9350  | 0.0           | -               |
| 0.3826 | 9400  | 0.0           | -               |
| 0.3847 | 9450  | 0.0           | -               |
| 0.3867 | 9500  | 0.0           | -               |
| 0.3887 | 9550  | 0.0           | -               |
| 0.3908 | 9600  | 0.0           | -               |
| 0.3928 | 9650  | 0.0           | -               |
| 0.3949 | 9700  | 0.0           | -               |
| 0.3969 | 9750  | 0.0           | -               |
| 0.3989 | 9800  | 0.0           | -               |
| 0.4010 | 9850  | 0.0           | -               |
| 0.4030 | 9900  | 0.0           | -               |
| 0.4050 | 9950  | 0.0           | -               |
| 0.4071 | 10000 | 0.0           | -               |
| 0.4091 | 10050 | 0.0           | -               |
| 0.4111 | 10100 | 0.0           | -               |
| 0.4132 | 10150 | 0.0           | -               |
| 0.4152 | 10200 | 0.0           | -               |
| 0.4172 | 10250 | 0.0           | -               |
| 0.4193 | 10300 | 0.0           | -               |
| 0.4213 | 10350 | 0.0           | -               |
| 0.4233 | 10400 | 0.0           | -               |
| 0.4254 | 10450 | 0.0           | -               |
| 0.4274 | 10500 | 0.0           | -               |
| 0.4295 | 10550 | 0.0           | -               |
| 0.4315 | 10600 | 0.0           | -               |
| 0.4335 | 10650 | 0.0           | -               |
| 0.4356 | 10700 | 0.0           | -               |
| 0.4376 | 10750 | 0.0           | -               |
| 0.4396 | 10800 | 0.0           | -               |
| 0.4417 | 10850 | 0.0           | -               |
| 0.4437 | 10900 | 0.0           | -               |
| 0.4457 | 10950 | 0.0           | -               |
| 0.4478 | 11000 | 0.0           | -               |
| 0.4498 | 11050 | 0.0           | -               |
| 0.4518 | 11100 | 0.0           | -               |
| 0.4539 | 11150 | 0.0           | -               |
| 0.4559 | 11200 | 0.0           | -               |
| 0.4580 | 11250 | 0.0           | -               |
| 0.4600 | 11300 | 0.0           | -               |
| 0.4620 | 11350 | 0.0           | -               |
| 0.4641 | 11400 | 0.0           | -               |
| 0.4661 | 11450 | 0.0           | -               |
| 0.4681 | 11500 | 0.0           | -               |
| 0.4702 | 11550 | 0.0           | -               |
| 0.4722 | 11600 | 0.0           | -               |
| 0.4742 | 11650 | 0.0           | -               |
| 0.4763 | 11700 | 0.0           | -               |
| 0.4783 | 11750 | 0.0           | -               |
| 0.4803 | 11800 | 0.0           | -               |
| 0.4824 | 11850 | 0.0           | -               |
| 0.4844 | 11900 | 0.0           | -               |
| 0.4864 | 11950 | 0.0           | -               |
| 0.4885 | 12000 | 0.0           | -               |
| 0.4905 | 12050 | 0.0           | -               |
| 0.4926 | 12100 | 0.0           | -               |
| 0.4946 | 12150 | 0.0           | -               |
| 0.4966 | 12200 | 0.0           | -               |
| 0.4987 | 12250 | 0.0           | -               |
| 0.5007 | 12300 | 0.0           | -               |
| 0.5027 | 12350 | 0.0           | -               |
| 0.5048 | 12400 | 0.0           | -               |
| 0.5068 | 12450 | 0.0           | -               |
| 0.5088 | 12500 | 0.0           | -               |
| 0.5109 | 12550 | 0.0           | -               |
| 0.5129 | 12600 | 0.0           | -               |
| 0.5149 | 12650 | 0.0           | -               |
| 0.5170 | 12700 | 0.0           | -               |
| 0.5190 | 12750 | 0.0           | -               |
| 0.5210 | 12800 | 0.0           | -               |
| 0.5231 | 12850 | 0.0           | -               |
| 0.5251 | 12900 | 0.0           | -               |
| 0.5272 | 12950 | 0.0           | -               |
| 0.5292 | 13000 | 0.0           | -               |
| 0.5312 | 13050 | 0.0           | -               |
| 0.5333 | 13100 | 0.0           | -               |
| 0.5353 | 13150 | 0.0006        | -               |
| 0.5373 | 13200 | 0.211         | -               |
| 0.5394 | 13250 | 0.0774        | -               |
| 0.5414 | 13300 | 0.0171        | -               |
| 0.5434 | 13350 | 0.0052        | -               |
| 0.5455 | 13400 | 0.0036        | -               |
| 0.5475 | 13450 | 0.0006        | -               |
| 0.5495 | 13500 | 0.0003        | -               |
| 0.5516 | 13550 | 0.0007        | -               |
| 0.5536 | 13600 | 0.0002        | -               |
| 0.5556 | 13650 | 0.0002        | -               |
| 0.5577 | 13700 | 0.0001        | -               |
| 0.5597 | 13750 | 0.0001        | -               |
| 0.5618 | 13800 | 0.0001        | -               |
| 0.5638 | 13850 | 0.0001        | -               |
| 0.5658 | 13900 | 0.0001        | -               |
| 0.5679 | 13950 | 0.0           | -               |
| 0.5699 | 14000 | 0.0           | -               |
| 0.5719 | 14050 | 0.0           | -               |
| 0.5740 | 14100 | 0.0           | -               |
| 0.5760 | 14150 | 0.0           | -               |
| 0.5780 | 14200 | 0.0           | -               |
| 0.5801 | 14250 | 0.0           | -               |
| 0.5821 | 14300 | 0.0           | -               |
| 0.5841 | 14350 | 0.0           | -               |
| 0.5862 | 14400 | 0.0           | -               |
| 0.5882 | 14450 | 0.0           | -               |
| 0.5902 | 14500 | 0.0           | -               |
| 0.5923 | 14550 | 0.0           | -               |
| 0.5943 | 14600 | 0.0           | -               |
| 0.5964 | 14650 | 0.0           | -               |
| 0.5984 | 14700 | 0.0           | -               |
| 0.6004 | 14750 | 0.0           | -               |
| 0.6025 | 14800 | 0.0           | -               |
| 0.6045 | 14850 | 0.0           | -               |
| 0.6065 | 14900 | 0.0002        | -               |
| 0.6086 | 14950 | 0.0004        | -               |
| 0.6106 | 15000 | 0.0           | -               |
| 0.6126 | 15050 | 0.0           | -               |
| 0.6147 | 15100 | 0.0           | -               |
| 0.6167 | 15150 | 0.0           | -               |
| 0.6187 | 15200 | 0.0           | -               |
| 0.6208 | 15250 | 0.0           | -               |
| 0.6228 | 15300 | 0.0           | -               |
| 0.6248 | 15350 | 0.0           | -               |
| 0.6269 | 15400 | 0.0           | -               |
| 0.6289 | 15450 | 0.0           | -               |
| 0.6310 | 15500 | 0.0           | -               |
| 0.6330 | 15550 | 0.0           | -               |
| 0.6350 | 15600 | 0.0           | -               |
| 0.6371 | 15650 | 0.0           | -               |
| 0.6391 | 15700 | 0.0           | -               |
| 0.6411 | 15750 | 0.0           | -               |
| 0.6432 | 15800 | 0.0           | -               |
| 0.6452 | 15850 | 0.0           | -               |
| 0.6472 | 15900 | 0.0           | -               |
| 0.6493 | 15950 | 0.0           | -               |
| 0.6513 | 16000 | 0.0           | -               |
| 0.6533 | 16050 | 0.0           | -               |
| 0.6554 | 16100 | 0.0           | -               |
| 0.6574 | 16150 | 0.0           | -               |
| 0.6594 | 16200 | 0.0           | -               |
| 0.6615 | 16250 | 0.0           | -               |
| 0.6635 | 16300 | 0.0           | -               |
| 0.6656 | 16350 | 0.0           | -               |
| 0.6676 | 16400 | 0.0           | -               |
| 0.6696 | 16450 | 0.0           | -               |
| 0.6717 | 16500 | 0.0           | -               |
| 0.6737 | 16550 | 0.0           | -               |
| 0.6757 | 16600 | 0.0           | -               |
| 0.6778 | 16650 | 0.0           | -               |
| 0.6798 | 16700 | 0.0           | -               |
| 0.6818 | 16750 | 0.0           | -               |
| 0.6839 | 16800 | 0.0           | -               |
| 0.6859 | 16850 | 0.0           | -               |
| 0.6879 | 16900 | 0.0           | -               |
| 0.6900 | 16950 | 0.0           | -               |
| 0.6920 | 17000 | 0.0           | -               |
| 0.6940 | 17050 | 0.0           | -               |
| 0.6961 | 17100 | 0.0           | -               |
| 0.6981 | 17150 | 0.0           | -               |
| 0.7002 | 17200 | 0.0           | -               |
| 0.7022 | 17250 | 0.0           | -               |
| 0.7042 | 17300 | 0.0           | -               |
| 0.7063 | 17350 | 0.0           | -               |
| 0.7083 | 17400 | 0.0           | -               |
| 0.7103 | 17450 | 0.0           | -               |
| 0.7124 | 17500 | 0.0           | -               |
| 0.7144 | 17550 | 0.0           | -               |
| 0.7164 | 17600 | 0.0           | -               |
| 0.7185 | 17650 | 0.0           | -               |
| 0.7205 | 17700 | 0.0           | -               |
| 0.7225 | 17750 | 0.0           | -               |
| 0.7246 | 17800 | 0.0           | -               |
| 0.7266 | 17850 | 0.0           | -               |
| 0.7286 | 17900 | 0.0           | -               |
| 0.7307 | 17950 | 0.0           | -               |
| 0.7327 | 18000 | 0.0           | -               |
| 0.7348 | 18050 | 0.0           | -               |
| 0.7368 | 18100 | 0.0           | -               |
| 0.7388 | 18150 | 0.0           | -               |
| 0.7409 | 18200 | 0.0           | -               |
| 0.7429 | 18250 | 0.0           | -               |
| 0.7449 | 18300 | 0.0           | -               |
| 0.7470 | 18350 | 0.0           | -               |
| 0.7490 | 18400 | 0.0           | -               |
| 0.7510 | 18450 | 0.0           | -               |
| 0.7531 | 18500 | 0.0           | -               |
| 0.7551 | 18550 | 0.0           | -               |
| 0.7571 | 18600 | 0.0           | -               |
| 0.7592 | 18650 | 0.0           | -               |
| 0.7612 | 18700 | 0.0           | -               |
| 0.7633 | 18750 | 0.0           | -               |
| 0.7653 | 18800 | 0.0           | -               |
| 0.7673 | 18850 | 0.0           | -               |
| 0.7694 | 18900 | 0.0           | -               |
| 0.7714 | 18950 | 0.0           | -               |
| 0.7734 | 19000 | 0.0           | -               |
| 0.7755 | 19050 | 0.0           | -               |
| 0.7775 | 19100 | 0.0           | -               |
| 0.7795 | 19150 | 0.0           | -               |
| 0.7816 | 19200 | 0.0           | -               |
| 0.7836 | 19250 | 0.0           | -               |
| 0.7856 | 19300 | 0.0           | -               |
| 0.7877 | 19350 | 0.0           | -               |
| 0.7897 | 19400 | 0.0           | -               |
| 0.7917 | 19450 | 0.0           | -               |
| 0.7938 | 19500 | 0.0           | -               |
| 0.7958 | 19550 | 0.0           | -               |
| 0.7979 | 19600 | 0.0           | -               |
| 0.7999 | 19650 | 0.0           | -               |
| 0.8019 | 19700 | 0.0           | -               |
| 0.8040 | 19750 | 0.0           | -               |
| 0.8060 | 19800 | 0.0           | -               |
| 0.8080 | 19850 | 0.0           | -               |
| 0.8101 | 19900 | 0.0           | -               |
| 0.8121 | 19950 | 0.0           | -               |
| 0.8141 | 20000 | 0.0           | -               |
| 0.8162 | 20050 | 0.0           | -               |
| 0.8182 | 20100 | 0.0           | -               |
| 0.8202 | 20150 | 0.0           | -               |
| 0.8223 | 20200 | 0.0           | -               |
| 0.8243 | 20250 | 0.0           | -               |
| 0.8263 | 20300 | 0.0           | -               |
| 0.8284 | 20350 | 0.0           | -               |
| 0.8304 | 20400 | 0.0           | -               |
| 0.8325 | 20450 | 0.0           | -               |
| 0.8345 | 20500 | 0.0           | -               |
| 0.8365 | 20550 | 0.0           | -               |
| 0.8386 | 20600 | 0.0           | -               |
| 0.8406 | 20650 | 0.0           | -               |
| 0.8426 | 20700 | 0.0           | -               |
| 0.8447 | 20750 | 0.0           | -               |
| 0.8467 | 20800 | 0.0           | -               |
| 0.8487 | 20850 | 0.0           | -               |
| 0.8508 | 20900 | 0.0           | -               |
| 0.8528 | 20950 | 0.0           | -               |
| 0.8548 | 21000 | 0.0           | -               |
| 0.8569 | 21050 | 0.0           | -               |
| 0.8589 | 21100 | 0.0           | -               |
| 0.8609 | 21150 | 0.0           | -               |
| 0.8630 | 21200 | 0.0           | -               |
| 0.8650 | 21250 | 0.0           | -               |
| 0.8671 | 21300 | 0.0           | -               |
| 0.8691 | 21350 | 0.0           | -               |
| 0.8711 | 21400 | 0.0           | -               |
| 0.8732 | 21450 | 0.0           | -               |
| 0.8752 | 21500 | 0.0           | -               |
| 0.8772 | 21550 | 0.0           | -               |
| 0.8793 | 21600 | 0.0           | -               |
| 0.8813 | 21650 | 0.0           | -               |
| 0.8833 | 21700 | 0.0           | -               |
| 0.8854 | 21750 | 0.0           | -               |
| 0.8874 | 21800 | 0.0           | -               |
| 0.8894 | 21850 | 0.0           | -               |
| 0.8915 | 21900 | 0.0           | -               |
| 0.8935 | 21950 | 0.0           | -               |
| 0.8955 | 22000 | 0.0           | -               |
| 0.8976 | 22050 | 0.0           | -               |
| 0.8996 | 22100 | 0.0           | -               |
| 0.9017 | 22150 | 0.0           | -               |
| 0.9037 | 22200 | 0.0           | -               |
| 0.9057 | 22250 | 0.0           | -               |
| 0.9078 | 22300 | 0.0           | -               |
| 0.9098 | 22350 | 0.0           | -               |
| 0.9118 | 22400 | 0.0           | -               |
| 0.9139 | 22450 | 0.0           | -               |
| 0.9159 | 22500 | 0.0           | -               |
| 0.9179 | 22550 | 0.0           | -               |
| 0.9200 | 22600 | 0.0           | -               |
| 0.9220 | 22650 | 0.0           | -               |
| 0.9240 | 22700 | 0.0           | -               |
| 0.9261 | 22750 | 0.0           | -               |
| 0.9281 | 22800 | 0.0           | -               |
| 0.9301 | 22850 | 0.0           | -               |
| 0.9322 | 22900 | 0.0           | -               |
| 0.9342 | 22950 | 0.0           | -               |
| 0.9363 | 23000 | 0.0           | -               |
| 0.9383 | 23050 | 0.0           | -               |
| 0.9403 | 23100 | 0.0           | -               |
| 0.9424 | 23150 | 0.0           | -               |
| 0.9444 | 23200 | 0.0           | -               |
| 0.9464 | 23250 | 0.0           | -               |
| 0.9485 | 23300 | 0.0           | -               |
| 0.9505 | 23350 | 0.0           | -               |
| 0.9525 | 23400 | 0.0           | -               |
| 0.9546 | 23450 | 0.0           | -               |
| 0.9566 | 23500 | 0.0           | -               |
| 0.9586 | 23550 | 0.0           | -               |
| 0.9607 | 23600 | 0.0           | -               |
| 0.9627 | 23650 | 0.0           | -               |
| 0.9647 | 23700 | 0.0           | -               |
| 0.9668 | 23750 | 0.0           | -               |
| 0.9688 | 23800 | 0.0           | -               |
| 0.9709 | 23850 | 0.0           | -               |
| 0.9729 | 23900 | 0.0           | -               |
| 0.9749 | 23950 | 0.0           | -               |
| 0.9770 | 24000 | 0.0           | -               |
| 0.9790 | 24050 | 0.0           | -               |
| 0.9810 | 24100 | 0.0           | -               |
| 0.9831 | 24150 | 0.0           | -               |
| 0.9851 | 24200 | 0.0           | -               |
| 0.9871 | 24250 | 0.0           | -               |
| 0.9892 | 24300 | 0.0           | -               |
| 0.9912 | 24350 | 0.0           | -               |
| 0.9932 | 24400 | 0.0           | -               |
| 0.9953 | 24450 | 0.0           | -               |
| 0.9973 | 24500 | 0.0           | -               |
| 0.9993 | 24550 | 0.0           | -               |
| 1.0014 | 24600 | 0.0           | -               |
| 1.0034 | 24650 | 0.0           | -               |
| 1.0055 | 24700 | 0.0           | -               |
| 1.0075 | 24750 | 0.0           | -               |
| 1.0095 | 24800 | 0.0           | -               |
| 1.0116 | 24850 | 0.0           | -               |
| 1.0136 | 24900 | 0.0           | -               |
| 1.0156 | 24950 | 0.0           | -               |
| 1.0177 | 25000 | 0.0           | -               |
| 1.0197 | 25050 | 0.0           | -               |
| 1.0217 | 25100 | 0.0           | -               |
| 1.0238 | 25150 | 0.0           | -               |
| 1.0258 | 25200 | 0.0           | -               |
| 1.0278 | 25250 | 0.0           | -               |
| 1.0299 | 25300 | 0.0           | -               |
| 1.0319 | 25350 | 0.0           | -               |
| 1.0339 | 25400 | 0.0           | -               |
| 1.0360 | 25450 | 0.0           | -               |
| 1.0380 | 25500 | 0.0           | -               |
| 1.0401 | 25550 | 0.0           | -               |
| 1.0421 | 25600 | 0.0           | -               |
| 1.0441 | 25650 | 0.0           | -               |
| 1.0462 | 25700 | 0.0           | -               |
| 1.0482 | 25750 | 0.0           | -               |
| 1.0502 | 25800 | 0.0           | -               |
| 1.0523 | 25850 | 0.0           | -               |
| 1.0543 | 25900 | 0.0           | -               |
| 1.0563 | 25950 | 0.0           | -               |
| 1.0584 | 26000 | 0.0           | -               |
| 1.0604 | 26050 | 0.0           | -               |
| 1.0624 | 26100 | 0.0           | -               |
| 1.0645 | 26150 | 0.0           | -               |
| 1.0665 | 26200 | 0.0           | -               |
| 1.0686 | 26250 | 0.0           | -               |
| 1.0706 | 26300 | 0.0           | -               |
| 1.0726 | 26350 | 0.0           | -               |
| 1.0747 | 26400 | 0.0           | -               |
| 1.0767 | 26450 | 0.0           | -               |
| 1.0787 | 26500 | 0.0           | -               |
| 1.0808 | 26550 | 0.0           | -               |
| 1.0828 | 26600 | 0.0           | -               |
| 1.0848 | 26650 | 0.0           | -               |
| 1.0869 | 26700 | 0.0           | -               |
| 1.0889 | 26750 | 0.0           | -               |
| 1.0909 | 26800 | 0.0           | -               |
| 1.0930 | 26850 | 0.0           | -               |
| 1.0950 | 26900 | 0.0           | -               |
| 1.0970 | 26950 | 0.0           | -               |
| 1.0991 | 27000 | 0.0           | -               |
| 1.1011 | 27050 | 0.0           | -               |
| 1.1032 | 27100 | 0.0           | -               |
| 1.1052 | 27150 | 0.0           | -               |
| 1.1072 | 27200 | 0.0           | -               |
| 1.1093 | 27250 | 0.0           | -               |
| 1.1113 | 27300 | 0.0           | -               |
| 1.1133 | 27350 | 0.0           | -               |
| 1.1154 | 27400 | 0.0           | -               |
| 1.1174 | 27450 | 0.0           | -               |
| 1.1194 | 27500 | 0.0           | -               |
| 1.1215 | 27550 | 0.0           | -               |
| 1.1235 | 27600 | 0.0           | -               |
| 1.1255 | 27650 | 0.0           | -               |
| 1.1276 | 27700 | 0.0           | -               |
| 1.1296 | 27750 | 0.0           | -               |
| 1.1316 | 27800 | 0.0           | -               |
| 1.1337 | 27850 | 0.0           | -               |
| 1.1357 | 27900 | 0.0           | -               |
| 1.1378 | 27950 | 0.0           | -               |
| 1.1398 | 28000 | 0.0           | -               |
| 1.1418 | 28050 | 0.0           | -               |
| 1.1439 | 28100 | 0.0           | -               |
| 1.1459 | 28150 | 0.0           | -               |
| 1.1479 | 28200 | 0.0           | -               |
| 1.1500 | 28250 | 0.0           | -               |
| 1.1520 | 28300 | 0.0           | -               |
| 1.1540 | 28350 | 0.0           | -               |
| 1.1561 | 28400 | 0.0           | -               |
| 1.1581 | 28450 | 0.0           | -               |
| 1.1601 | 28500 | 0.0           | -               |
| 1.1622 | 28550 | 0.0           | -               |
| 1.1642 | 28600 | 0.0           | -               |
| 1.1662 | 28650 | 0.0           | -               |
| 1.1683 | 28700 | 0.0           | -               |
| 1.1703 | 28750 | 0.0           | -               |
| 1.1724 | 28800 | 0.0           | -               |
| 1.1744 | 28850 | 0.0           | -               |
| 1.1764 | 28900 | 0.0           | -               |
| 1.1785 | 28950 | 0.0           | -               |
| 1.1805 | 29000 | 0.0           | -               |
| 1.1825 | 29050 | 0.0           | -               |
| 1.1846 | 29100 | 0.0           | -               |
| 1.1866 | 29150 | 0.0           | -               |
| 1.1886 | 29200 | 0.0           | -               |
| 1.1907 | 29250 | 0.0           | -               |
| 1.1927 | 29300 | 0.0           | -               |
| 1.1947 | 29350 | 0.0           | -               |
| 1.1968 | 29400 | 0.0           | -               |
| 1.1988 | 29450 | 0.0           | -               |
| 1.2008 | 29500 | 0.0           | -               |
| 1.2029 | 29550 | 0.0           | -               |
| 1.2049 | 29600 | 0.0           | -               |
| 1.2070 | 29650 | 0.0           | -               |
| 1.2090 | 29700 | 0.0           | -               |
| 1.2110 | 29750 | 0.0           | -               |
| 1.2131 | 29800 | 0.0           | -               |
| 1.2151 | 29850 | 0.0           | -               |
| 1.2171 | 29900 | 0.0           | -               |
| 1.2192 | 29950 | 0.0           | -               |
| 1.2212 | 30000 | 0.0           | -               |
| 1.2232 | 30050 | 0.0           | -               |
| 1.2253 | 30100 | 0.0           | -               |
| 1.2273 | 30150 | 0.0           | -               |
| 1.2293 | 30200 | 0.0           | -               |
| 1.2314 | 30250 | 0.0           | -               |
| 1.2334 | 30300 | 0.0           | -               |
| 1.2354 | 30350 | 0.0           | -               |
| 1.2375 | 30400 | 0.0           | -               |
| 1.2395 | 30450 | 0.0           | -               |
| 1.2416 | 30500 | 0.0           | -               |
| 1.2436 | 30550 | 0.0           | -               |
| 1.2456 | 30600 | 0.0           | -               |
| 1.2477 | 30650 | 0.0           | -               |
| 1.2497 | 30700 | 0.0           | -               |
| 1.2517 | 30750 | 0.0           | -               |
| 1.2538 | 30800 | 0.0           | -               |
| 1.2558 | 30850 | 0.0           | -               |
| 1.2578 | 30900 | 0.0           | -               |
| 1.2599 | 30950 | 0.0           | -               |
| 1.2619 | 31000 | 0.0           | -               |
| 1.2639 | 31050 | 0.0           | -               |
| 1.2660 | 31100 | 0.0           | -               |
| 1.2680 | 31150 | 0.0           | -               |
| 1.2700 | 31200 | 0.0           | -               |
| 1.2721 | 31250 | 0.0           | -               |
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| 1.4369 | 35300 | 0.0002        | -               |
| 1.4390 | 35350 | 0.0051        | -               |
| 1.4410 | 35400 | 0.0047        | -               |
| 1.4431 | 35450 | 0.0003        | -               |
| 1.4451 | 35500 | 0.0008        | -               |
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| 1.4512 | 35650 | 0.0001        | -               |
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| 1.5245 | 37450 | 0.0003        | -               |
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| 1.5346 | 37700 | 0.0012        | -               |
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| 1.8196 | 44700 | 0.0           | -               |
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| 1.8298 | 44950 | 0.0           | -               |
| 1.8318 | 45000 | 0.0           | -               |
| 1.8338 | 45050 | 0.0           | -               |
| 1.8359 | 45100 | 0.0           | -               |
| 1.8379 | 45150 | 0.0           | -               |
| 1.8399 | 45200 | 0.0           | -               |
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| 1.8440 | 45300 | 0.0           | -               |
| 1.8460 | 45350 | 0.0           | -               |
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| 1.8786 | 46150 | 0.0           | -               |
| 1.8806 | 46200 | 0.0           | -               |
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| 1.8847 | 46300 | 0.0           | -               |
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| 1.8888 | 46400 | 0.0           | -               |
| 1.8908 | 46450 | 0.0           | -               |
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| 1.8990 | 46650 | 0.0           | -               |
| 1.9010 | 46700 | 0.0           | -               |
| 1.9030 | 46750 | 0.0           | -               |
| 1.9051 | 46800 | 0.0           | -               |
| 1.9071 | 46850 | 0.0           | -               |
| 1.9091 | 46900 | 0.0           | -               |
| 1.9112 | 46950 | 0.0           | -               |
| 1.9132 | 47000 | 0.0           | -               |
| 1.9152 | 47050 | 0.0           | -               |
| 1.9173 | 47100 | 0.0           | -               |
| 1.9193 | 47150 | 0.0           | -               |
| 1.9214 | 47200 | 0.0           | -               |
| 1.9234 | 47250 | 0.0           | -               |
| 1.9254 | 47300 | 0.0           | -               |
| 1.9275 | 47350 | 0.0           | -               |
| 1.9295 | 47400 | 0.0           | -               |
| 1.9315 | 47450 | 0.0           | -               |
| 1.9336 | 47500 | 0.0           | -               |
| 1.9356 | 47550 | 0.0           | -               |
| 1.9376 | 47600 | 0.0           | -               |
| 1.9397 | 47650 | 0.0           | -               |
| 1.9417 | 47700 | 0.0           | -               |
| 1.9437 | 47750 | 0.0017        | -               |
| 1.9458 | 47800 | 0.0016        | -               |
| 1.9478 | 47850 | 0.0           | -               |
| 1.9498 | 47900 | 0.0           | -               |
| 1.9519 | 47950 | 0.0           | -               |
| 1.9539 | 48000 | 0.0           | -               |
| 1.9560 | 48050 | 0.0           | -               |
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| 1.9600 | 48150 | 0.0           | -               |
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| 1.9641 | 48250 | 0.0           | -               |
| 1.9661 | 48300 | 0.0           | -               |
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| 1.9702 | 48400 | 0.0           | -               |
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| 1.9763 | 48550 | 0.0           | -               |
| 1.9783 | 48600 | 0.0           | -               |
| 1.9804 | 48650 | 0.0           | -               |
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| 1.9906 | 48900 | 0.0           | -               |
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| 1.9946 | 49000 | 0.0           | -               |
| 1.9967 | 49050 | 0.0           | -               |
| 1.9987 | 49100 | 0.0           | -               |
| 2.0007 | 49150 | 0.0           | -               |
| 2.0028 | 49200 | 0.0           | -               |
| 2.0048 | 49250 | 0.0           | -               |
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| 2.0170 | 49550 | 0.0           | -               |
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| 2.0353 | 50000 | 0.0           | -               |
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| 2.0455 | 50250 | 0.0           | -               |
| 2.0475 | 50300 | 0.0           | -               |
| 2.0496 | 50350 | 0.0           | -               |
| 2.0516 | 50400 | 0.0           | -               |
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| 2.0598 | 50600 | 0.0           | -               |
| 2.0618 | 50650 | 0.0           | -               |
| 2.0638 | 50700 | 0.0           | -               |
| 2.0659 | 50750 | 0.0           | -               |
| 2.0679 | 50800 | 0.0           | -               |
| 2.0699 | 50850 | 0.0           | -               |
| 2.0720 | 50900 | 0.0           | -               |
| 2.0740 | 50950 | 0.0           | -               |
| 2.0760 | 51000 | 0.0           | -               |
| 2.0781 | 51050 | 0.0           | -               |
| 2.0801 | 51100 | 0.0           | -               |
| 2.0821 | 51150 | 0.0           | -               |
| 2.0842 | 51200 | 0.0           | -               |
| 2.0862 | 51250 | 0.0           | -               |
| 2.0883 | 51300 | 0.0           | -               |
| 2.0903 | 51350 | 0.0           | -               |
| 2.0923 | 51400 | 0.0           | -               |
| 2.0944 | 51450 | 0.0           | -               |
| 2.0964 | 51500 | 0.0           | -               |
| 2.0984 | 51550 | 0.0           | -               |
| 2.1005 | 51600 | 0.0           | -               |
| 2.1025 | 51650 | 0.0           | -               |
| 2.1045 | 51700 | 0.0           | -               |
| 2.1066 | 51750 | 0.0           | -               |
| 2.1086 | 51800 | 0.0           | -               |
| 2.1106 | 51850 | 0.0           | -               |
| 2.1127 | 51900 | 0.0           | -               |
| 2.1147 | 51950 | 0.0           | -               |
| 2.1167 | 52000 | 0.0           | -               |
| 2.1188 | 52050 | 0.0           | -               |
| 2.1208 | 52100 | 0.0           | -               |
| 2.1229 | 52150 | 0.0           | -               |
| 2.1249 | 52200 | 0.0           | -               |
| 2.1269 | 52250 | 0.0           | -               |
| 2.1290 | 52300 | 0.0           | -               |
| 2.1310 | 52350 | 0.0           | -               |
| 2.1330 | 52400 | 0.0           | -               |
| 2.1351 | 52450 | 0.0           | -               |
| 2.1371 | 52500 | 0.0           | -               |
| 2.1391 | 52550 | 0.0           | -               |
| 2.1412 | 52600 | 0.0           | -               |
| 2.1432 | 52650 | 0.0           | -               |
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| 2.9288 | 71950 | 0.0           | -               |
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| 2.9940 | 73550 | 0.0           | -               |
| 2.9960 | 73600 | 0.0           | -               |
| 2.9980 | 73650 | 0.0           | -               |

### Framework Versions
- Python: 3.11.11
- SetFit: 1.1.1
- Sentence Transformers: 3.3.1
- Transformers: 4.42.2
- PyTorch: 2.5.1+cu121
- Datasets: 3.2.0
- Tokenizers: 0.19.1

## 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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