setfit safetensors mpnet sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:sentence-transformers/paraphrase-mpnet-base-v2 base_model:finetune:sentence-transformers/paraphrase-mpnet-base-v2 region:us
---
base_model: sentence-transformers/paraphrase-mpnet-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: physiological metabolisms of seaweeds usually suffered climate changes in
    the field. gracilariopsis lemaneiformis and ulva lactuca, collected from nan ao
    island, shantou, china, were cultured under ambient and elevated co2 supply ,
    with low and high temperatures for weeks, aiming to compare the difference of
    the main physiological metabolism between two seaweed species in response to the
    elevated co2 and high temperature. at 15 , the ph reduction in the culture medium
    caused by elevated co2 was larger in . lemaneiformis than in . lactuca. at 25
    , elevated co2 significantly increased photosynthetic rates and maintained constant
    respiratory rates in . lemaneiformis. however, for 25 grown . lactuca, the increment
    of co2 did not enhance the pn rates but rapidly decreased the rd rates itself.
    with the higher rd pg ratios in . lemaneiformis than . lactuca, the warming thereby
    promoted more allocation of photosynthetic products to respiratory consumption
    in . lemaneiformis. both pg and rd rates exhibited lower temperature acclimation
    in two seaweeds. in addition, elevated co2 markedly increased the relative growth
    rate and phycobiliprotein contents at 25 , but exhibited no enhancement of chlorophyll
    , carotenoids , soluble carbohydrate , and soluble protein contents in . lemaneiformis,
    with the reduction of sc when temperature increased only. we suggested that climate
    changes were probably more benefit to . lactuca than to . lemaneiformis, inherently
    justifying the metabolism during . lemaneiformis maricultivation. 2018, springer
    verlag gmbh germany, part of springer nature.
- text: blue carbon is vital aspect of climate change mitigation, which necessitates
    the identification of stocks and drivers for implementing mitigation strategies.
    however, reclamation may be among the most invasive forms, and the question of
    its influence has not been addressed well in blue carbon research. therefore,
    the effects of reclamation on carbon stocks and the interaction of crucial drivers
    from reclamation time areas were evaluated in the liaohe river delta and compared
    with natural reserves . carbon stocks based on invest model were lower than preexisting
    conditions . one way analysis of variance showed that average carbon stocks accumulated
    55 years after reclamation and reached the lowest value in 85 years. the interaction
    analysis of dominant drivers affecting carbon showed the difference between reclaimed
    areas and reserves regarding potential effect pathways. in the 1930s and 1960s
    reclamation time areas, crop yield and industrial output determined blue carbon
    by changing no3 and ap. in the 1990s reclamation time area, population density
    played an important role. in defining the impact of vegetation cover on carbon
    within the reserves, the distance to the coast and residence were significant
    factors. this study demonstrated that coastal
- text: multiple techniques, including thermal infrared aerial remote sensing, geophysical
    and geological data, geochemical characterization and radium isotopes, were used
    to evaluate the role of groundwater as source of dissolved nutrients, carbon,
    and trace gases to the okatee river estuary, south carolina. thermal infrared
    aerial remote sensing surveys illustrated the presence of multiple submarine groundwater
    discharge sites in okatee headwaters. significant relationships were observed
    between groundwater geochemical constituents and ra 226 activity in groundwater
    with higher ra 226 activity correlated to higher concentrations of organics, dissolved
    inorganic carbon, nutrients, and trace gases to the okatee system. system level
    radium mass balance confirmed substantial submarine groundwater discharge contribution
    of these constituents to the okatee river. diffusive benthic flux measurements
    and potential denitrification rate assays tracked the fate of constituents in
    creek bank sediments. diffusive benthic fluxes were substantially lower than calculated
    radium based submarine groundwater discharge inputs, showing that advection of
    groundwater derived nutrients dominated fluxes in the system. while considerable
    potential for denitrification in tidal creek bank sediments was noted, in situ
    denitrification rates were nitrate limited, making intertidal sediments an inefficient
    nitrogen sink in this system. groundwater geochemical data indicated significant
    differences in groundwater chemical composition and radium activity ratios between
    the eastern and western sides of the river; these likely arose from the distinct
    hydrological regimes observed in each area. groundwater from the western side
    of the okatee headwaters was characterized by higher concentrations of dissolved
    organic and inorganic carbon, dissolved organic nitrogen, inorganic nutrients
    and reduced metabolites and trace gases, .. methane and nitrous oxide, than groundwater
    from the eastern side. differences in microbial sulfate reduction, organic matter
    supply, and or groundwater residence time likely contributed to this pattern.
    the contrasting features of the east and west sub marsh zones highlight the need
    for multiple techniques for characterization of submarine groundwater discharge
    sources and the impact of biogeochemical processes on the delivery of nutrients
    and carbon to coastal areas via submarine groundwater discharge. 2014 elsevier
    ltd. all rights reserved.
- text: blue carbon ecosystem initiatives in the coral triangle region are increasing
    due to their amplified recognition in mitigating global climate change. although
    transdisciplinary approaches in the blue carbon discourse and collaborative actions
    are gaining momentum in the international and national arenas, more work is still
    needed at the local level. the study pursues how bce initiatives permeate through
    the local communities in the philippines and indonesia, as part of ctr. using
    perception surveys, the coastal residents from busuanga, philippines, and karimunjawa,
    indonesia were interviewed on their awareness, utilization, perceived threats,
    and management strategies for bces. potential factors affecting residents perceptions
    were explored using multivariate regression and correlation analyses. also, comparative
    analysis was done to determine distinctions and commonalities in perceptions as
    influenced by site specific scenarios. results show that, despite respondents
    presenting relatively high awareness of bce services, levels of utilization are
    low with 42. 92. and 23. 85. respondents in busuanga and karimunjawa, respectively,
    not directly utilizing bce resources. regression analysis showed that respondents
    occupation significantly influenced their utilization rate and observed opposite
    correlations in busuanga and karimunjawa . perceived threats are found to be driven
    by personal experiences occurrence of natural disasters in busuanga whereas discerned
    anthropogenic activities in karimunjawa. meanwhile, recognized management strategies
    are influenced by the strong presence of relevant agencies like non government
    and people organizations in busuanga and the local government in karimunjawa.
    these results can be translated as useful metrics in contextualizing and or enhancing
    bce management plans specifically in strategizing advocacy campaigns and engagement
    of local stakeholders across the ctr.
- text: mangrove wetlands are important ecosystems, yet human development coupled
    with climate change threatens mangroves and their large carbon stores. this study
    seeks to understand the soil carbon dynamics in hydrologically altered mangrove
    swamps by studying aboveground biomass estimates and belowground soil carbon concentrations
    in mangrove swamps with high, medium, and low levels of disturbance in catano,
    jobos bay, and vieques, puerto rico. all three sites were affected by hurricane
    maria in 2017, one year prior to the study. as result of being hit by the saffir
    simpson category hurricane, the low disturbance site had almost no living mangroves
    left during sampling. there was no correlation between level of hydrologic alteration
    and carbon storage, rather different patterns emerged for each of the three sites.
    at the highly disturbed location, belowground carbon mass averaged .048 .001 cm
    which increased with increased aboveground biomass. at the moderately disturbed
    location, belowground carbon mass averaged .047 .003 cm and corresponded to distance
    from open water. at the low disturbed location, organic carbon was consistent
    between all sites and inorganic carbon concentrations controlled total carbon
    mass which averaged .048 .002 cm. these results suggest that mangroves are adaptive
    and resilient and have the potential to retain their carbon storage capacities
    despite hydrologic alterations, but mass carbon storage within mangrove forests
    can be spatially variable in hydrologically altered conditions.
inference: false
---

# 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 MultiOutputClassifier 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 MultiOutputClassifier instance
- **Maximum Sequence Length:** 512 tokens
<!-- - **Number of Classes:** Unknown -->
<!-- - **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)

## 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("ignaciosg/blueCarbon")
# Run inference
preds = model("blue carbon is vital aspect of climate change mitigation, which necessitates the identification of stocks and drivers for implementing mitigation strategies. however, reclamation may be among the most invasive forms, and the question of its influence has not been addressed well in blue carbon research. therefore, the effects of reclamation on carbon stocks and the interaction of crucial drivers from reclamation time areas were evaluated in the liaohe river delta and compared with natural reserves . carbon stocks based on invest model were lower than preexisting conditions . one way analysis of variance showed that average carbon stocks accumulated 55 years after reclamation and reached the lowest value in 85 years. the interaction analysis of dominant drivers affecting carbon showed the difference between reclaimed areas and reserves regarding potential effect pathways. in the 1930s and 1960s reclamation time areas, crop yield and industrial output determined blue carbon by changing no3 and ap. in the 1990s reclamation time area, population density played an important role. in defining the impact of vegetation cover on carbon within the reserves, the distance to the coast and residence were significant factors. this study demonstrated that coastal")
```

<!--
### 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   | 105 | 229.475 | 432 |

### Training Hyperparameters
- batch_size: (1, 1)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.0006155918397454662
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- max_length: 1000
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step  | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0000 | 1     | 0.1819        | -               |
| 0.0011 | 50    | 0.201         | -               |
| 0.0023 | 100   | 0.3533        | -               |
| 0.0034 | 150   | 0.0788        | -               |
| 0.0046 | 200   | 0.1445        | -               |
| 0.0057 | 250   | 0.1584        | -               |
| 0.0069 | 300   | 0.3425        | -               |
| 0.0080 | 350   | 0.1203        | -               |
| 0.0092 | 400   | 0.2045        | -               |
| 0.0103 | 450   | 0.0287        | -               |
| 0.0115 | 500   | 0.1784        | -               |
| 0.0126 | 550   | 0.2521        | -               |
| 0.0138 | 600   | 0.1285        | -               |
| 0.0149 | 650   | 0.2292        | -               |
| 0.0161 | 700   | 0.0943        | -               |
| 0.0172 | 750   | 0.1753        | -               |
| 0.0184 | 800   | 0.3433        | -               |
| 0.0195 | 850   | 0.262         | -               |
| 0.0207 | 900   | 0.1097        | -               |
| 0.0218 | 950   | 0.0015        | -               |
| 0.0230 | 1000  | 0.5522        | -               |
| 0.0241 | 1050  | 0.5939        | -               |
| 0.0253 | 1100  | 0.1134        | -               |
| 0.0264 | 1150  | 0.1258        | -               |
| 0.0276 | 1200  | 0.0146        | -               |
| 0.0287 | 1250  | 0.0467        | -               |
| 0.0299 | 1300  | 0.3501        | -               |
| 0.0310 | 1350  | 0.291         | -               |
| 0.0322 | 1400  | 0.0569        | -               |
| 0.0333 | 1450  | 0.0812        | -               |
| 0.0345 | 1500  | 0.3397        | -               |
| 0.0356 | 1550  | 0.1664        | -               |
| 0.0368 | 1600  | 0.3841        | -               |
| 0.0379 | 1650  | 0.1659        | -               |
| 0.0391 | 1700  | 0.0809        | -               |
| 0.0402 | 1750  | 0.3604        | -               |
| 0.0414 | 1800  | 0.0056        | -               |
| 0.0425 | 1850  | 0.3335        | -               |
| 0.0437 | 1900  | 0.0005        | -               |
| 0.0448 | 1950  | 0.1624        | -               |
| 0.0460 | 2000  | 0.8162        | -               |
| 0.0471 | 2050  | 0.0097        | -               |
| 0.0483 | 2100  | 0.2561        | -               |
| 0.0494 | 2150  | 0.0003        | -               |
| 0.0506 | 2200  | 0.4198        | -               |
| 0.0517 | 2250  | 0.0002        | -               |
| 0.0529 | 2300  | 0.2793        | -               |
| 0.0540 | 2350  | 0.6288        | -               |
| 0.0552 | 2400  | 0.6944        | -               |
| 0.0563 | 2450  | 0.7394        | -               |
| 0.0575 | 2500  | 0.011         | -               |
| 0.0586 | 2550  | 0.8041        | -               |
| 0.0598 | 2600  | 0.0041        | -               |
| 0.0609 | 2650  | 0.2446        | -               |
| 0.0621 | 2700  | 0.2759        | -               |
| 0.0632 | 2750  | 0.151         | -               |
| 0.0644 | 2800  | 0.0651        | -               |
| 0.0655 | 2850  | 0.0026        | -               |
| 0.0666 | 2900  | 0.0845        | -               |
| 0.0678 | 2950  | 0.7541        | -               |
| 0.0689 | 3000  | 0.0993        | -               |
| 0.0701 | 3050  | 0.7355        | -               |
| 0.0712 | 3100  | 0.6959        | -               |
| 0.0724 | 3150  | 0.1687        | -               |
| 0.0735 | 3200  | 0.2048        | -               |
| 0.0747 | 3250  | 0.0906        | -               |
| 0.0758 | 3300  | 0.0582        | -               |
| 0.0770 | 3350  | 0.9064        | -               |
| 0.0781 | 3400  | 0.8038        | -               |
| 0.0793 | 3450  | 0.2515        | -               |
| 0.0804 | 3500  | 0.0196        | -               |
| 0.0816 | 3550  | 0.0081        | -               |
| 0.0827 | 3600  | 0.8483        | -               |
| 0.0839 | 3650  | 0.0651        | -               |
| 0.0850 | 3700  | 0.8224        | -               |
| 0.0862 | 3750  | 0.2872        | -               |
| 0.0873 | 3800  | 0.0506        | -               |
| 0.0885 | 3850  | 0.6795        | -               |
| 0.0896 | 3900  | 0.0126        | -               |
| 0.0908 | 3950  | 0.5083        | -               |
| 0.0919 | 4000  | 0.0215        | -               |
| 0.0931 | 4050  | 0.8133        | -               |
| 0.0942 | 4100  | 0.1534        | -               |
| 0.0954 | 4150  | 0.2397        | -               |
| 0.0965 | 4200  | 0.8576        | -               |
| 0.0977 | 4250  | 0.0554        | -               |
| 0.0988 | 4300  | 0.1018        | -               |
| 0.1000 | 4350  | 0.3324        | -               |
| 0.1011 | 4400  | 0.0221        | -               |
| 0.1023 | 4450  | 0.0516        | -               |
| 0.1034 | 4500  | 0.796         | -               |
| 0.1046 | 4550  | 0.0903        | -               |
| 0.1057 | 4600  | 0.1979        | -               |
| 0.1069 | 4650  | 0.9194        | -               |
| 0.1080 | 4700  | 0.2556        | -               |
| 0.1092 | 4750  | 0.7224        | -               |
| 0.1103 | 4800  | 0.0012        | -               |
| 0.1115 | 4850  | 0.5042        | -               |
| 0.1126 | 4900  | 0.5732        | -               |
| 0.1138 | 4950  | 0.1041        | -               |
| 0.1149 | 5000  | 0.0247        | -               |
| 0.1161 | 5050  | 0.0265        | -               |
| 0.1172 | 5100  | 0.0126        | -               |
| 0.1184 | 5150  | 0.0098        | -               |
| 0.1195 | 5200  | 0.0386        | -               |
| 0.1207 | 5250  | 0.001         | -               |
| 0.1218 | 5300  | 0.9248        | -               |
| 0.1230 | 5350  | 0.4783        | -               |
| 0.1241 | 5400  | 0.1841        | -               |
| 0.1253 | 5450  | 0.4721        | -               |
| 0.1264 | 5500  | 0.0601        | -               |
| 0.1276 | 5550  | 0.0073        | -               |
| 0.1287 | 5600  | 0.0028        | -               |
| 0.1298 | 5650  | 0.012         | -               |
| 0.1310 | 5700  | 0.0451        | -               |
| 0.1321 | 5750  | 0.0125        | -               |
| 0.1333 | 5800  | 0.5423        | -               |
| 0.1344 | 5850  | 0.7545        | -               |
| 0.1356 | 5900  | 0.0158        | -               |
| 0.1367 | 5950  | 0.1388        | -               |
| 0.1379 | 6000  | 0.0136        | -               |
| 0.1390 | 6050  | 0.0043        | -               |
| 0.1402 | 6100  | 0.4147        | -               |
| 0.1413 | 6150  | 0.0503        | -               |
| 0.1425 | 6200  | 0.0347        | -               |
| 0.1436 | 6250  | 0.0465        | -               |
| 0.1448 | 6300  | 0.0086        | -               |
| 0.1459 | 6350  | 0.8752        | -               |
| 0.1471 | 6400  | 0.5546        | -               |
| 0.1482 | 6450  | 0.0348        | -               |
| 0.1494 | 6500  | 0.0853        | -               |
| 0.1505 | 6550  | 0.6107        | -               |
| 0.1517 | 6600  | 0.005         | -               |
| 0.1528 | 6650  | 0.3526        | -               |
| 0.1540 | 6700  | 0.2429        | -               |
| 0.1551 | 6750  | 0.6727        | -               |
| 0.1563 | 6800  | 0.0019        | -               |
| 0.1574 | 6850  | 0.6662        | -               |
| 0.1586 | 6900  | 0.0068        | -               |
| 0.1597 | 6950  | 0.0117        | -               |
| 0.1609 | 7000  | 0.4718        | -               |
| 0.1620 | 7050  | 0.0072        | -               |
| 0.1632 | 7100  | 0.8174        | -               |
| 0.1643 | 7150  | 0.0094        | -               |
| 0.1655 | 7200  | 0.0241        | -               |
| 0.1666 | 7250  | 0.1359        | -               |
| 0.1678 | 7300  | 0.0528        | -               |
| 0.1689 | 7350  | 0.0184        | -               |
| 0.1701 | 7400  | 0.2204        | -               |
| 0.1712 | 7450  | 0.3476        | -               |
| 0.1724 | 7500  | 0.1153        | -               |
| 0.1735 | 7550  | 0.0717        | -               |
| 0.1747 | 7600  | 0.022         | -               |
| 0.1758 | 7650  | 0.0311        | -               |
| 0.1770 | 7700  | 0.4385        | -               |
| 0.1781 | 7750  | 0.4274        | -               |
| 0.1793 | 7800  | 0.4994        | -               |
| 0.1804 | 7850  | 0.2518        | -               |
| 0.1816 | 7900  | 0.8652        | -               |
| 0.1827 | 7950  | 0.0019        | -               |
| 0.1839 | 8000  | 0.01          | -               |
| 0.1850 | 8050  | 0.0129        | -               |
| 0.1862 | 8100  | 0.0001        | -               |
| 0.1873 | 8150  | 0.0005        | -               |
| 0.1885 | 8200  | 0.0199        | -               |
| 0.1896 | 8250  | 0.1489        | -               |
| 0.1908 | 8300  | 0.0016        | -               |
| 0.1919 | 8350  | 0.5111        | -               |
| 0.1931 | 8400  | 0.807         | -               |
| 0.1942 | 8450  | 0.1489        | -               |
| 0.1953 | 8500  | 0.29          | -               |
| 0.1965 | 8550  | 0.0001        | -               |
| 0.1976 | 8600  | 0.0043        | -               |
| 0.1988 | 8650  | 0.0041        | -               |
| 0.1999 | 8700  | 0.3061        | -               |
| 0.2011 | 8750  | 0.0221        | -               |
| 0.2022 | 8800  | 0.801         | -               |
| 0.2034 | 8850  | 0.2316        | -               |
| 0.2045 | 8900  | 0.2784        | -               |
| 0.2057 | 8950  | 0.0957        | -               |
| 0.2068 | 9000  | 0.611         | -               |
| 0.2080 | 9050  | 0.7529        | -               |
| 0.2091 | 9100  | 0.0565        | -               |
| 0.2103 | 9150  | 0.0114        | -               |
| 0.2114 | 9200  | 0.2864        | -               |
| 0.2126 | 9250  | 0.1954        | -               |
| 0.2137 | 9300  | 0.7993        | -               |
| 0.2149 | 9350  | 0.0501        | -               |
| 0.2160 | 9400  | 0.0051        | -               |
| 0.2172 | 9450  | 0.6012        | -               |
| 0.2183 | 9500  | 0.0131        | -               |
| 0.2195 | 9550  | 0.0157        | -               |
| 0.2206 | 9600  | 0.0606        | -               |
| 0.2218 | 9650  | 0.9143        | -               |
| 0.2229 | 9700  | 0.0001        | -               |
| 0.2241 | 9750  | 0.0021        | -               |
| 0.2252 | 9800  | 0.0004        | -               |
| 0.2264 | 9850  | 0.0498        | -               |
| 0.2275 | 9900  | 0.0021        | -               |
| 0.2287 | 9950  | 0.8591        | -               |
| 0.2298 | 10000 | 0.2218        | -               |
| 0.2310 | 10050 | 0.0065        | -               |
| 0.2321 | 10100 | 0.0924        | -               |
| 0.2333 | 10150 | 0.8866        | -               |
| 0.2344 | 10200 | 0.0004        | -               |
| 0.2356 | 10250 | 0.1434        | -               |
| 0.2367 | 10300 | 0.0118        | -               |
| 0.2379 | 10350 | 0.025         | -               |
| 0.2390 | 10400 | 0.8472        | -               |
| 0.2402 | 10450 | 0.0352        | -               |
| 0.2413 | 10500 | 0.0105        | -               |
| 0.2425 | 10550 | 0.0025        | -               |
| 0.2436 | 10600 | 0.0042        | -               |
| 0.2448 | 10650 | 0.3461        | -               |
| 0.2459 | 10700 | 0.0314        | -               |
| 0.2471 | 10750 | 0.1411        | -               |
| 0.2482 | 10800 | 0.0006        | -               |
| 0.2494 | 10850 | 0.0013        | -               |
| 0.2505 | 10900 | 0.894         | -               |
| 0.2517 | 10950 | 0.9961        | -               |
| 0.2528 | 11000 | 0.9908        | -               |
| 0.2540 | 11050 | 0.836         | -               |
| 0.2551 | 11100 | 0.8847        | -               |
| 0.2563 | 11150 | 0.8493        | -               |
| 0.2574 | 11200 | 0.5851        | -               |
| 0.2585 | 11250 | 0.9502        | -               |
| 0.2597 | 11300 | 0.8396        | -               |
| 0.2608 | 11350 | 0.1942        | -               |
| 0.2620 | 11400 | 0.9298        | -               |
| 0.2631 | 11450 | 0.742         | -               |
| 0.2643 | 11500 | 0.8624        | -               |
| 0.2654 | 11550 | 0.5423        | -               |
| 0.2666 | 11600 | 0.8576        | -               |
| 0.2677 | 11650 | 0.8042        | -               |
| 0.2689 | 11700 | 0.7447        | -               |
| 0.2700 | 11750 | 0.5319        | -               |
| 0.2712 | 11800 | 0.451         | -               |
| 0.2723 | 11850 | 0.4115        | -               |
| 0.2735 | 11900 | 0.6772        | -               |
| 0.2746 | 11950 | 0.4701        | -               |
| 0.2758 | 12000 | 0.6101        | -               |
| 0.2769 | 12050 | 0.4914        | -               |
| 0.2781 | 12100 | 0.653         | -               |
| 0.2792 | 12150 | 0.6205        | -               |
| 0.2804 | 12200 | 0.651         | -               |
| 0.2815 | 12250 | 0.2223        | -               |
| 0.2827 | 12300 | 0.7124        | -               |
| 0.2838 | 12350 | 0.6502        | -               |
| 0.2850 | 12400 | 0.5812        | -               |
| 0.2861 | 12450 | 0.6483        | -               |
| 0.2873 | 12500 | 0.7335        | -               |
| 0.2884 | 12550 | 0.239         | -               |
| 0.2896 | 12600 | 0.6499        | -               |
| 0.2907 | 12650 | 0.4453        | -               |
| 0.2919 | 12700 | 0.7152        | -               |
| 0.2930 | 12750 | 0.5551        | -               |
| 0.2942 | 12800 | 0.6034        | -               |
| 0.2953 | 12850 | 0.5714        | -               |
| 0.2965 | 12900 | 0.5867        | -               |
| 0.2976 | 12950 | 0.4249        | -               |
| 0.2988 | 13000 | 0.7262        | -               |
| 0.2999 | 13050 | 0.542         | -               |
| 0.3011 | 13100 | 0.5301        | -               |
| 0.3022 | 13150 | 0.7503        | -               |
| 0.3034 | 13200 | 0.6918        | -               |
| 0.3045 | 13250 | 0.5352        | -               |
| 0.3057 | 13300 | 0.6065        | -               |
| 0.3068 | 13350 | 0.373         | -               |
| 0.3080 | 13400 | 0.7648        | -               |
| 0.3091 | 13450 | 0.2762        | -               |
| 0.3103 | 13500 | 0.708         | -               |
| 0.3114 | 13550 | 0.1481        | -               |
| 0.3126 | 13600 | 0.7231        | -               |
| 0.3137 | 13650 | 0.6023        | -               |
| 0.3149 | 13700 | 0.7021        | -               |
| 0.3160 | 13750 | 0.5843        | -               |
| 0.3172 | 13800 | 0.7361        | -               |
| 0.3183 | 13850 | 0.7844        | -               |
| 0.3195 | 13900 | 0.51          | -               |
| 0.3206 | 13950 | 0.506         | -               |
| 0.3218 | 14000 | 0.3072        | -               |
| 0.3229 | 14050 | 0.5854        | -               |
| 0.3240 | 14100 | 0.3553        | -               |
| 0.3252 | 14150 | 0.6827        | -               |
| 0.3263 | 14200 | 0.5342        | -               |
| 0.3275 | 14250 | 0.6887        | -               |
| 0.3286 | 14300 | 0.6007        | -               |
| 0.3298 | 14350 | 0.4573        | -               |
| 0.3309 | 14400 | 0.5979        | -               |
| 0.3321 | 14450 | 0.5328        | -               |
| 0.3332 | 14500 | 0.6814        | -               |
| 0.3344 | 14550 | 0.6207        | -               |
| 0.3355 | 14600 | 0.8189        | -               |
| 0.3367 | 14650 | 0.5794        | -               |
| 0.3378 | 14700 | 0.3987        | -               |
| 0.3390 | 14750 | 0.5281        | -               |
| 0.3401 | 14800 | 0.652         | -               |
| 0.3413 | 14850 | 0.6811        | -               |
| 0.3424 | 14900 | 0.3334        | -               |
| 0.3436 | 14950 | 0.565         | -               |
| 0.3447 | 15000 | 0.4956        | -               |
| 0.3459 | 15050 | 0.7289        | -               |
| 0.3470 | 15100 | 0.6103        | -               |
| 0.3482 | 15150 | 0.4173        | -               |
| 0.3493 | 15200 | 0.2138        | -               |
| 0.3505 | 15250 | 0.893         | -               |
| 0.3516 | 15300 | 0.5385        | -               |
| 0.3528 | 15350 | 0.6386        | -               |
| 0.3539 | 15400 | 0.7168        | -               |
| 0.3551 | 15450 | 0.1189        | -               |
| 0.3562 | 15500 | 0.3046        | -               |
| 0.3574 | 15550 | 0.4776        | -               |
| 0.3585 | 15600 | 0.7062        | -               |
| 0.3597 | 15650 | 0.0972        | -               |
| 0.3608 | 15700 | 0.4485        | -               |
| 0.3620 | 15750 | 0.5843        | -               |
| 0.3631 | 15800 | 0.5656        | -               |
| 0.3643 | 15850 | 0.5682        | -               |
| 0.3654 | 15900 | 0.416         | -               |
| 0.3666 | 15950 | 0.2427        | -               |
| 0.3677 | 16000 | 0.4942        | -               |
| 0.3689 | 16050 | 0.4734        | -               |
| 0.3700 | 16100 | 0.7099        | -               |
| 0.3712 | 16150 | 0.5899        | -               |
| 0.3723 | 16200 | 0.3502        | -               |
| 0.3735 | 16250 | 0.3448        | -               |
| 0.3746 | 16300 | 0.6606        | -               |
| 0.3758 | 16350 | 0.5239        | -               |
| 0.3769 | 16400 | 0.6872        | -               |
| 0.3781 | 16450 | 0.2828        | -               |
| 0.3792 | 16500 | 0.6973        | -               |
| 0.3804 | 16550 | 0.6628        | -               |
| 0.3815 | 16600 | 0.6429        | -               |
| 0.3827 | 16650 | 0.4321        | -               |
| 0.3838 | 16700 | 0.6626        | -               |
| 0.3850 | 16750 | 0.5044        | -               |
| 0.3861 | 16800 | 0.7683        | -               |
| 0.3872 | 16850 | 0.6687        | -               |
| 0.3884 | 16900 | 0.5821        | -               |
| 0.3895 | 16950 | 0.6572        | -               |
| 0.3907 | 17000 | 0.9609        | -               |
| 0.3918 | 17050 | 0.0123        | -               |
| 0.3930 | 17100 | 0.5649        | -               |
| 0.3941 | 17150 | 0.1006        | -               |
| 0.3953 | 17200 | 0.003         | -               |
| 0.3964 | 17250 | 0.278         | -               |
| 0.3976 | 17300 | 0.8632        | -               |
| 0.3987 | 17350 | 0.5101        | -               |
| 0.3999 | 17400 | 0.8753        | -               |
| 0.4010 | 17450 | 0.3195        | -               |
| 0.4022 | 17500 | 0.9436        | -               |
| 0.4033 | 17550 | 0.9388        | -               |
| 0.4045 | 17600 | 0.0097        | -               |
| 0.4056 | 17650 | 0.6898        | -               |
| 0.4068 | 17700 | 0.035         | -               |
| 0.4079 | 17750 | 0.4828        | -               |
| 0.4091 | 17800 | 0.1888        | -               |
| 0.4102 | 17850 | 0.0354        | -               |
| 0.4114 | 17900 | 0.0008        | -               |
| 0.4125 | 17950 | 0.2885        | -               |
| 0.4137 | 18000 | 0.0624        | -               |
| 0.4148 | 18050 | 0.5545        | -               |
| 0.4160 | 18100 | 0.5317        | -               |
| 0.4171 | 18150 | 0.0207        | -               |
| 0.4183 | 18200 | 0.0228        | -               |
| 0.4194 | 18250 | 0.0168        | -               |
| 0.4206 | 18300 | 0.0935        | -               |
| 0.4217 | 18350 | 0.8391        | -               |
| 0.4229 | 18400 | 0.0005        | -               |
| 0.4240 | 18450 | 0.7018        | -               |
| 0.4252 | 18500 | 0.0137        | -               |
| 0.4263 | 18550 | 0.0053        | -               |
| 0.4275 | 18600 | 0.0307        | -               |
| 0.4286 | 18650 | 0.0127        | -               |
| 0.4298 | 18700 | 0.2351        | -               |
| 0.4309 | 18750 | 0.0047        | -               |
| 0.4321 | 18800 | 0.0114        | -               |
| 0.4332 | 18850 | 0.0153        | -               |
| 0.4344 | 18900 | 0.3732        | -               |
| 0.4355 | 18950 | 0.77          | -               |
| 0.4367 | 19000 | 0.1298        | -               |
| 0.4378 | 19050 | 0.7064        | -               |
| 0.4390 | 19100 | 0.0           | -               |
| 0.4401 | 19150 | 0.0044        | -               |
| 0.4413 | 19200 | 0.7627        | -               |
| 0.4424 | 19250 | 0.556         | -               |
| 0.4436 | 19300 | 0.2105        | -               |
| 0.4447 | 19350 | 0.8194        | -               |
| 0.4459 | 19400 | 0.027         | -               |
| 0.4470 | 19450 | 0.9308        | -               |
| 0.4482 | 19500 | 0.0194        | -               |
| 0.4493 | 19550 | 0.0144        | -               |
| 0.4505 | 19600 | 0.584         | -               |
| 0.4516 | 19650 | 0.0042        | -               |
| 0.4527 | 19700 | 0.1354        | -               |
| 0.4539 | 19750 | 0.2151        | -               |
| 0.4550 | 19800 | 0.0006        | -               |
| 0.4562 | 19850 | 0.3085        | -               |
| 0.4573 | 19900 | 0.0543        | -               |
| 0.4585 | 19950 | 0.0178        | -               |
| 0.4596 | 20000 | 0.418         | -               |
| 0.4608 | 20050 | 0.019         | -               |
| 0.4619 | 20100 | 0.0001        | -               |
| 0.4631 | 20150 | 0.5443        | -               |
| 0.4642 | 20200 | 0.5111        | -               |
| 0.4654 | 20250 | 0.0594        | -               |
| 0.4665 | 20300 | 0.0086        | -               |
| 0.4677 | 20350 | 0.0064        | -               |
| 0.4688 | 20400 | 0.0577        | -               |
| 0.4700 | 20450 | 0.0712        | -               |
| 0.4711 | 20500 | 0.0271        | -               |
| 0.4723 | 20550 | 0.5118        | -               |
| 0.4734 | 20600 | 0.1834        | -               |
| 0.4746 | 20650 | 0.0116        | -               |
| 0.4757 | 20700 | 0.0052        | -               |
| 0.4769 | 20750 | 0.7975        | -               |
| 0.4780 | 20800 | 0.3037        | -               |
| 0.4792 | 20850 | 0.0264        | -               |
| 0.4803 | 20900 | 0.6911        | -               |
| 0.4815 | 20950 | 0.008         | -               |
| 0.4826 | 21000 | 0.0041        | -               |
| 0.4838 | 21050 | 0.0379        | -               |
| 0.4849 | 21100 | 0.0033        | -               |
| 0.4861 | 21150 | 0.0297        | -               |
| 0.4872 | 21200 | 0.0147        | -               |
| 0.4884 | 21250 | 0.0001        | -               |
| 0.4895 | 21300 | 0.0047        | -               |
| 0.4907 | 21350 | 0.0247        | -               |
| 0.4918 | 21400 | 0.0059        | -               |
| 0.4930 | 21450 | 0.5724        | -               |
| 0.4941 | 21500 | 0.3113        | -               |
| 0.4953 | 21550 | 0.0026        | -               |
| 0.4964 | 21600 | 0.835         | -               |
| 0.4976 | 21650 | 0.0007        | -               |
| 0.4987 | 21700 | 0.029         | -               |
| 0.4999 | 21750 | 0.707         | -               |
| 0.5010 | 21800 | 0.0211        | -               |
| 0.5022 | 21850 | 0.0071        | -               |
| 0.5033 | 21900 | 0.0009        | -               |
| 0.5045 | 21950 | 0.0319        | -               |
| 0.5056 | 22000 | 0.2219        | -               |
| 0.5068 | 22050 | 0.0244        | -               |
| 0.5079 | 22100 | 0.0341        | -               |
| 0.5091 | 22150 | 0.0372        | -               |
| 0.5102 | 22200 | 0.3981        | -               |
| 0.5114 | 22250 | 0.0627        | -               |
| 0.5125 | 22300 | 0.0559        | -               |
| 0.5137 | 22350 | 0.5366        | -               |
| 0.5148 | 22400 | 0.6952        | -               |
| 0.5159 | 22450 | 0.0504        | -               |
| 0.5171 | 22500 | 0.5098        | -               |
| 0.5182 | 22550 | 0.6538        | -               |
| 0.5194 | 22600 | 0.0015        | -               |
| 0.5205 | 22650 | 0.0005        | -               |
| 0.5217 | 22700 | 0.0974        | -               |
| 0.5228 | 22750 | 0.009         | -               |
| 0.5240 | 22800 | 0.6559        | -               |
| 0.5251 | 22850 | 0.026         | -               |
| 0.5263 | 22900 | 0.0049        | -               |
| 0.5274 | 22950 | 0.0104        | -               |
| 0.5286 | 23000 | 0.7918        | -               |
| 0.5297 | 23050 | 0.0007        | -               |
| 0.5309 | 23100 | 0.0015        | -               |
| 0.5320 | 23150 | 0.2873        | -               |
| 0.5332 | 23200 | 0.002         | -               |
| 0.5343 | 23250 | 0.0067        | -               |
| 0.5355 | 23300 | 0.2943        | -               |
| 0.5366 | 23350 | 0.0029        | -               |
| 0.5378 | 23400 | 0.0           | -               |
| 0.5389 | 23450 | 0.0727        | -               |
| 0.5401 | 23500 | 0.0084        | -               |
| 0.5412 | 23550 | 0.0           | -               |
| 0.5424 | 23600 | 0.0054        | -               |
| 0.5435 | 23650 | 0.0004        | -               |
| 0.5447 | 23700 | 0.5525        | -               |
| 0.5458 | 23750 | 0.0251        | -               |
| 0.5470 | 23800 | 0.0269        | -               |
| 0.5481 | 23850 | 0.7426        | -               |
| 0.5493 | 23900 | 0.0016        | -               |
| 0.5504 | 23950 | 0.8143        | -               |
| 0.5516 | 24000 | 0.5158        | -               |
| 0.5527 | 24050 | 0.0047        | -               |
| 0.5539 | 24100 | 0.0067        | -               |
| 0.5550 | 24150 | 0.0           | -               |
| 0.5562 | 24200 | 0.0045        | -               |
| 0.5573 | 24250 | 0.0021        | -               |
| 0.5585 | 24300 | 0.0012        | -               |
| 0.5596 | 24350 | 0.3501        | -               |
| 0.5608 | 24400 | 0.0101        | -               |
| 0.5619 | 24450 | 0.0008        | -               |
| 0.5631 | 24500 | 0.0112        | -               |
| 0.5642 | 24550 | 0.0148        | -               |
| 0.5654 | 24600 | 0.2246        | -               |
| 0.5665 | 24650 | 0.1538        | -               |
| 0.5677 | 24700 | 0.0001        | -               |
| 0.5688 | 24750 | 0.0001        | -               |
| 0.5700 | 24800 | 0.1296        | -               |
| 0.5711 | 24850 | 0.0101        | -               |
| 0.5723 | 24900 | 0.0032        | -               |
| 0.5734 | 24950 | 0.0714        | -               |
| 0.5746 | 25000 | 0.0           | -               |
| 0.5757 | 25050 | 0.0886        | -               |
| 0.5769 | 25100 | 0.0003        | -               |
| 0.5780 | 25150 | 0.0041        | -               |
| 0.5792 | 25200 | 0.0151        | -               |
| 0.5803 | 25250 | 0.0099        | -               |
| 0.5814 | 25300 | 0.0008        | -               |
| 0.5826 | 25350 | 0.028         | -               |
| 0.5837 | 25400 | 0.1064        | -               |
| 0.5849 | 25450 | 0.0373        | -               |
| 0.5860 | 25500 | 0.5589        | -               |
| 0.5872 | 25550 | 0.2522        | -               |
| 0.5883 | 25600 | 0.8553        | -               |
| 0.5895 | 25650 | 0.0004        | -               |
| 0.5906 | 25700 | 0.6575        | -               |
| 0.5918 | 25750 | 0.0034        | -               |
| 0.5929 | 25800 | 0.7313        | -               |
| 0.5941 | 25850 | 0.8363        | -               |
| 0.5952 | 25900 | 0.0156        | -               |
| 0.5964 | 25950 | 0.0044        | -               |
| 0.5975 | 26000 | 0.1387        | -               |
| 0.5987 | 26050 | 0.0487        | -               |
| 0.5998 | 26100 | 0.001         | -               |
| 0.6010 | 26150 | 0.0004        | -               |
| 0.6021 | 26200 | 0.0071        | -               |
| 0.6033 | 26250 | 0.0012        | -               |
| 0.6044 | 26300 | 0.021         | -               |
| 0.6056 | 26350 | 0.0212        | -               |
| 0.6067 | 26400 | 0.8472        | -               |
| 0.6079 | 26450 | 0.5686        | -               |
| 0.6090 | 26500 | 0.0721        | -               |
| 0.6102 | 26550 | 0.0235        | -               |
| 0.6113 | 26600 | 0.0           | -               |
| 0.6125 | 26650 | 0.0098        | -               |
| 0.6136 | 26700 | 0.3805        | -               |
| 0.6148 | 26750 | 0.0525        | -               |
| 0.6159 | 26800 | 0.0139        | -               |
| 0.6171 | 26850 | 0.0011        | -               |
| 0.6182 | 26900 | 0.0013        | -               |
| 0.6194 | 26950 | 0.0058        | -               |
| 0.6205 | 27000 | 0.0581        | -               |
| 0.6217 | 27050 | 0.477         | -               |
| 0.6228 | 27100 | 0.0073        | -               |
| 0.6240 | 27150 | 0.0033        | -               |
| 0.6251 | 27200 | 0.0082        | -               |
| 0.6263 | 27250 | 0.0028        | -               |
| 0.6274 | 27300 | 0.0001        | -               |
| 0.6286 | 27350 | 0.0265        | -               |
| 0.6297 | 27400 | 0.097         | -               |
| 0.6309 | 27450 | 0.2339        | -               |
| 0.6320 | 27500 | 0.5429        | -               |
| 0.6332 | 27550 | 0.3859        | -               |
| 0.6343 | 27600 | 0.0116        | -               |
| 0.6355 | 27650 | 0.0006        | -               |
| 0.6366 | 27700 | 0.0018        | -               |
| 0.6378 | 27750 | 0.0197        | -               |
| 0.6389 | 27800 | 0.0085        | -               |
| 0.6401 | 27850 | 0.0           | -               |
| 0.6412 | 27900 | 0.0141        | -               |
| 0.6424 | 27950 | 0.1121        | -               |
| 0.6435 | 28000 | 0.0123        | -               |
| 0.6446 | 28050 | 0.3018        | -               |
| 0.6458 | 28100 | 0.7669        | -               |
| 0.6469 | 28150 | 0.6745        | -               |
| 0.6481 | 28200 | 0.4283        | -               |
| 0.6492 | 28250 | 0.0237        | -               |
| 0.6504 | 28300 | 0.8327        | -               |
| 0.6515 | 28350 | 0.1052        | -               |
| 0.6527 | 28400 | 0.4264        | -               |
| 0.6538 | 28450 | 0.6714        | -               |
| 0.6550 | 28500 | 0.0039        | -               |
| 0.6561 | 28550 | 0.0065        | -               |
| 0.6573 | 28600 | 0.0178        | -               |
| 0.6584 | 28650 | 0.3817        | -               |
| 0.6596 | 28700 | 0.0584        | -               |
| 0.6607 | 28750 | 0.0217        | -               |
| 0.6619 | 28800 | 0.0019        | -               |
| 0.6630 | 28850 | 0.4605        | -               |
| 0.6642 | 28900 | 0.0049        | -               |
| 0.6653 | 28950 | 0.0011        | -               |
| 0.6665 | 29000 | 0.569         | -               |
| 0.6676 | 29050 | 0.0           | -               |
| 0.6688 | 29100 | 0.0874        | -               |
| 0.6699 | 29150 | 0.5388        | -               |
| 0.6711 | 29200 | 0.4093        | -               |
| 0.6722 | 29250 | 0.3076        | -               |
| 0.6734 | 29300 | 0.4542        | -               |
| 0.6745 | 29350 | 0.2569        | -               |
| 0.6757 | 29400 | 0.0155        | -               |
| 0.6768 | 29450 | 0.1146        | -               |
| 0.6780 | 29500 | 0.1341        | -               |
| 0.6791 | 29550 | 0.0304        | -               |
| 0.6803 | 29600 | 0.0095        | -               |
| 0.6814 | 29650 | 0.443         | -               |
| 0.6826 | 29700 | 0.5068        | -               |
| 0.6837 | 29750 | 0.024         | -               |
| 0.6849 | 29800 | 0.0079        | -               |
| 0.6860 | 29850 | 0.1769        | -               |
| 0.6872 | 29900 | 0.0001        | -               |
| 0.6883 | 29950 | 0.0104        | -               |
| 0.6895 | 30000 | 0.4234        | -               |
| 0.6906 | 30050 | 0.0042        | -               |
| 0.6918 | 30100 | 0.3934        | -               |
| 0.6929 | 30150 | 0.0119        | -               |
| 0.6941 | 30200 | 0.0012        | -               |
| 0.6952 | 30250 | 0.4434        | -               |
| 0.6964 | 30300 | 0.6101        | -               |
| 0.6975 | 30350 | 0.3655        | -               |
| 0.6987 | 30400 | 0.168         | -               |
| 0.6998 | 30450 | 0.8202        | -               |
| 0.7010 | 30500 | 0.0906        | -               |
| 0.7021 | 30550 | 0.0287        | -               |
| 0.7033 | 30600 | 0.3671        | -               |
| 0.7044 | 30650 | 0.7084        | -               |
| 0.7056 | 30700 | 0.3632        | -               |
| 0.7067 | 30750 | 0.0027        | -               |
| 0.7079 | 30800 | 0.0451        | -               |
| 0.7090 | 30850 | 0.3421        | -               |
| 0.7101 | 30900 | 0.0077        | -               |
| 0.7113 | 30950 | 0.0404        | -               |
| 0.7124 | 31000 | 0.7512        | -               |
| 0.7136 | 31050 | 0.2898        | -               |
| 0.7147 | 31100 | 0.0721        | -               |
| 0.7159 | 31150 | 0.009         | -               |
| 0.7170 | 31200 | 0.0474        | -               |
| 0.7182 | 31250 | 0.0041        | -               |
| 0.7193 | 31300 | 0.0249        | -               |
| 0.7205 | 31350 | 0.3519        | -               |
| 0.7216 | 31400 | 0.0936        | -               |
| 0.7228 | 31450 | 0.0049        | -               |
| 0.7239 | 31500 | 0.0035        | -               |
| 0.7251 | 31550 | 0.0296        | -               |
| 0.7262 | 31600 | 0.0264        | -               |
| 0.7274 | 31650 | 0.5318        | -               |
| 0.7285 | 31700 | 0.0029        | -               |
| 0.7297 | 31750 | 0.7741        | -               |
| 0.7308 | 31800 | 0.0807        | -               |
| 0.7320 | 31850 | 0.0154        | -               |
| 0.7331 | 31900 | 0.0181        | -               |
| 0.7343 | 31950 | 0.7881        | -               |
| 0.7354 | 32000 | 0.2723        | -               |
| 0.7366 | 32050 | 0.0549        | -               |
| 0.7377 | 32100 | 0.0198        | -               |
| 0.7389 | 32150 | 0.0083        | -               |
| 0.7400 | 32200 | 0.4985        | -               |
| 0.7412 | 32250 | 0.0111        | -               |
| 0.7423 | 32300 | 0.0057        | -               |
| 0.7435 | 32350 | 0.0393        | -               |
| 0.7446 | 32400 | 0.0786        | -               |
| 0.7458 | 32450 | 0.1888        | -               |
| 0.7469 | 32500 | 0.0382        | -               |
| 0.7481 | 32550 | 0.5611        | -               |
| 0.7492 | 32600 | 0.0749        | -               |
| 0.7504 | 32650 | 0.0064        | -               |
| 0.7515 | 32700 | 0.0002        | -               |
| 0.7527 | 32750 | 0.0159        | -               |
| 0.7538 | 32800 | 0.025         | -               |
| 0.7550 | 32850 | 0.0271        | -               |
| 0.7561 | 32900 | 0.251         | -               |
| 0.7573 | 32950 | 0.0002        | -               |
| 0.7584 | 33000 | 0.1407        | -               |
| 0.7596 | 33050 | 0.1596        | -               |
| 0.7607 | 33100 | 0.0069        | -               |
| 0.7619 | 33150 | 0.0655        | -               |
| 0.7630 | 33200 | 0.0435        | -               |
| 0.7642 | 33250 | 0.0032        | -               |
| 0.7653 | 33300 | 0.1908        | -               |
| 0.7665 | 33350 | 0.4326        | -               |
| 0.7676 | 33400 | 0.1699        | -               |
| 0.7688 | 33450 | 0.005         | -               |
| 0.7699 | 33500 | 0.4937        | -               |
| 0.7711 | 33550 | 0.0635        | -               |
| 0.7722 | 33600 | 0.0042        | -               |
| 0.7733 | 33650 | 0.0001        | -               |
| 0.7745 | 33700 | 0.0088        | -               |
| 0.7756 | 33750 | 0.0313        | -               |
| 0.7768 | 33800 | 0.0072        | -               |
| 0.7779 | 33850 | 0.0291        | -               |
| 0.7791 | 33900 | 0.0037        | -               |
| 0.7802 | 33950 | 0.0192        | -               |
| 0.7814 | 34000 | 0.0017        | -               |
| 0.7825 | 34050 | 0.0006        | -               |
| 0.7837 | 34100 | 0.0119        | -               |
| 0.7848 | 34150 | 0.1647        | -               |
| 0.7860 | 34200 | 0.009         | -               |
| 0.7871 | 34250 | 0.0004        | -               |
| 0.7883 | 34300 | 0.5268        | -               |
| 0.7894 | 34350 | 0.0523        | -               |
| 0.7906 | 34400 | 0.0537        | -               |
| 0.7917 | 34450 | 0.1654        | -               |
| 0.7929 | 34500 | 0.0003        | -               |
| 0.7940 | 34550 | 0.0021        | -               |
| 0.7952 | 34600 | 0.0016        | -               |
| 0.7963 | 34650 | 0.0002        | -               |
| 0.7975 | 34700 | 0.0001        | -               |
| 0.7986 | 34750 | 0.0001        | -               |
| 0.7998 | 34800 | 0.0204        | -               |
| 0.8009 | 34850 | 0.0047        | -               |
| 0.8021 | 34900 | 0.2942        | -               |
| 0.8032 | 34950 | 0.0039        | -               |
| 0.8044 | 35000 | 0.0237        | -               |
| 0.8055 | 35050 | 0.0002        | -               |
| 0.8067 | 35100 | 0.0009        | -               |
| 0.8078 | 35150 | 0.7804        | -               |
| 0.8090 | 35200 | 0.0012        | -               |
| 0.8101 | 35250 | 0.0303        | -               |
| 0.8113 | 35300 | 0.0265        | -               |
| 0.8124 | 35350 | 0.0071        | -               |
| 0.8136 | 35400 | 0.0053        | -               |
| 0.8147 | 35450 | 0.068         | -               |
| 0.8159 | 35500 | 0.0233        | -               |
| 0.8170 | 35550 | 0.4748        | -               |
| 0.8182 | 35600 | 0.0253        | -               |
| 0.8193 | 35650 | 0.0           | -               |
| 0.8205 | 35700 | 0.2029        | -               |
| 0.8216 | 35750 | 0.0063        | -               |
| 0.8228 | 35800 | 0.0179        | -               |
| 0.8239 | 35850 | 0.0039        | -               |
| 0.8251 | 35900 | 0.0123        | -               |
| 0.8262 | 35950 | 0.3021        | -               |
| 0.8274 | 36000 | 0.0096        | -               |
| 0.8285 | 36050 | 0.3735        | -               |
| 0.8297 | 36100 | 0.0281        | -               |
| 0.8308 | 36150 | 0.0612        | -               |
| 0.8320 | 36200 | 0.028         | -               |
| 0.8331 | 36250 | 0.6296        | -               |
| 0.8343 | 36300 | 0.1161        | -               |
| 0.8354 | 36350 | 0.0249        | -               |
| 0.8366 | 36400 | 0.0           | -               |
| 0.8377 | 36450 | 0.4144        | -               |
| 0.8388 | 36500 | 0.1574        | -               |
| 0.8400 | 36550 | 0.0083        | -               |
| 0.8411 | 36600 | 0.0385        | -               |
| 0.8423 | 36650 | 0.4681        | -               |
| 0.8434 | 36700 | 0.0628        | -               |
| 0.8446 | 36750 | 0.0005        | -               |
| 0.8457 | 36800 | 0.2092        | -               |
| 0.8469 | 36850 | 0.009         | -               |
| 0.8480 | 36900 | 0.031         | -               |
| 0.8492 | 36950 | 0.3659        | -               |
| 0.8503 | 37000 | 0.0003        | -               |
| 0.8515 | 37050 | 0.0117        | -               |
| 0.8526 | 37100 | 0.0061        | -               |
| 0.8538 | 37150 | 0.0163        | -               |
| 0.8549 | 37200 | 0.0           | -               |
| 0.8561 | 37250 | 0.0668        | -               |
| 0.8572 | 37300 | 0.0108        | -               |
| 0.8584 | 37350 | 0.1344        | -               |
| 0.8595 | 37400 | 0.0196        | -               |
| 0.8607 | 37450 | 0.0006        | -               |
| 0.8618 | 37500 | 0.0005        | -               |
| 0.8630 | 37550 | 0.45          | -               |
| 0.8641 | 37600 | 0.0002        | -               |
| 0.8653 | 37650 | 0.0032        | -               |
| 0.8664 | 37700 | 0.0035        | -               |
| 0.8676 | 37750 | 0.1411        | -               |
| 0.8687 | 37800 | 0.007         | -               |
| 0.8699 | 37850 | 0.0015        | -               |
| 0.8710 | 37900 | 0.6745        | -               |
| 0.8722 | 37950 | 0.0002        | -               |
| 0.8733 | 38000 | 0.2138        | -               |
| 0.8745 | 38050 | 0.0092        | -               |
| 0.8756 | 38100 | 0.4335        | -               |
| 0.8768 | 38150 | 0.0011        | -               |
| 0.8779 | 38200 | 0.0265        | -               |
| 0.8791 | 38250 | 0.6394        | -               |
| 0.8802 | 38300 | 0.3108        | -               |
| 0.8814 | 38350 | 0.1918        | -               |
| 0.8825 | 38400 | 0.0006        | -               |
| 0.8837 | 38450 | 0.0075        | -               |
| 0.8848 | 38500 | 0.5738        | -               |
| 0.8860 | 38550 | 0.008         | -               |
| 0.8871 | 38600 | 0.0043        | -               |
| 0.8883 | 38650 | 0.7087        | -               |
| 0.8894 | 38700 | 0.0044        | -               |
| 0.8906 | 38750 | 0.0045        | -               |
| 0.8917 | 38800 | 0.0009        | -               |
| 0.8929 | 38850 | 0.0118        | -               |
| 0.8940 | 38900 | 0.2812        | -               |
| 0.8952 | 38950 | 0.0581        | -               |
| 0.8963 | 39000 | 0.0016        | -               |
| 0.8975 | 39050 | 0.0284        | -               |
| 0.8986 | 39100 | 0.0061        | -               |
| 0.8998 | 39150 | 0.13          | -               |
| 0.9009 | 39200 | 0.0061        | -               |
| 0.9021 | 39250 | 0.0508        | -               |
| 0.9032 | 39300 | 0.214         | -               |
| 0.9043 | 39350 | 0.0032        | -               |
| 0.9055 | 39400 | 0.0234        | -               |
| 0.9066 | 39450 | 0.0318        | -               |
| 0.9078 | 39500 | 0.003         | -               |
| 0.9089 | 39550 | 0.3719        | -               |
| 0.9101 | 39600 | 0.0092        | -               |
| 0.9112 | 39650 | 0.0027        | -               |
| 0.9124 | 39700 | 0.3007        | -               |
| 0.9135 | 39750 | 0.0535        | -               |
| 0.9147 | 39800 | 0.0027        | -               |
| 0.9158 | 39850 | 0.8316        | -               |
| 0.9170 | 39900 | 0.3543        | -               |
| 0.9181 | 39950 | 0.7228        | -               |
| 0.9193 | 40000 | 0.4475        | -               |
| 0.9204 | 40050 | 0.0044        | -               |
| 0.9216 | 40100 | 0.0077        | -               |
| 0.9227 | 40150 | 0.0668        | -               |
| 0.9239 | 40200 | 0.0036        | -               |
| 0.9250 | 40250 | 0.0032        | -               |
| 0.9262 | 40300 | 0.035         | -               |
| 0.9273 | 40350 | 0.011         | -               |
| 0.9285 | 40400 | 0.0           | -               |
| 0.9296 | 40450 | 0.5078        | -               |
| 0.9308 | 40500 | 0.0003        | -               |
| 0.9319 | 40550 | 0.0           | -               |
| 0.9331 | 40600 | 0.0           | -               |
| 0.9342 | 40650 | 0.0029        | -               |
| 0.9354 | 40700 | 0.0001        | -               |
| 0.9365 | 40750 | 0.0003        | -               |
| 0.9377 | 40800 | 0.2938        | -               |
| 0.9388 | 40850 | 0.0059        | -               |
| 0.9400 | 40900 | 0.0646        | -               |
| 0.9411 | 40950 | 0.0067        | -               |
| 0.9423 | 41000 | 0.001         | -               |
| 0.9434 | 41050 | 0.7928        | -               |
| 0.9446 | 41100 | 0.0013        | -               |
| 0.9457 | 41150 | 0.0271        | -               |
| 0.9469 | 41200 | 0.0322        | -               |
| 0.9480 | 41250 | 0.0127        | -               |
| 0.9492 | 41300 | 0.0           | -               |
| 0.9503 | 41350 | 0.4948        | -               |
| 0.9515 | 41400 | 0.0185        | -               |
| 0.9526 | 41450 | 0.4775        | -               |
| 0.9538 | 41500 | 0.0046        | -               |
| 0.9549 | 41550 | 0.0002        | -               |
| 0.9561 | 41600 | 0.352         | -               |
| 0.9572 | 41650 | 0.5607        | -               |
| 0.9584 | 41700 | 0.0003        | -               |
| 0.9595 | 41750 | 0.1911        | -               |
| 0.9607 | 41800 | 0.0117        | -               |
| 0.9618 | 41850 | 0.0008        | -               |
| 0.9630 | 41900 | 0.0029        | -               |
| 0.9641 | 41950 | 0.0034        | -               |
| 0.9653 | 42000 | 0.0128        | -               |
| 0.9664 | 42050 | 0.3599        | -               |
| 0.9675 | 42100 | 0.5342        | -               |
| 0.9687 | 42150 | 0.0333        | -               |
| 0.9698 | 42200 | 0.0358        | -               |
| 0.9710 | 42250 | 0.0039        | -               |
| 0.9721 | 42300 | 0.0001        | -               |
| 0.9733 | 42350 | 0.0066        | -               |
| 0.9744 | 42400 | 0.0006        | -               |
| 0.9756 | 42450 | 0.0005        | -               |
| 0.9767 | 42500 | 0.5468        | -               |
| 0.9779 | 42550 | 0.0121        | -               |
| 0.9790 | 42600 | 0.0833        | -               |
| 0.9802 | 42650 | 0.0152        | -               |
| 0.9813 | 42700 | 0.001         | -               |
| 0.9825 | 42750 | 0.0074        | -               |
| 0.9836 | 42800 | 0.8221        | -               |
| 0.9848 | 42850 | 0.0039        | -               |
| 0.9859 | 42900 | 0.1647        | -               |
| 0.9871 | 42950 | 0.0014        | -               |
| 0.9882 | 43000 | 0.0006        | -               |
| 0.9894 | 43050 | 0.0008        | -               |
| 0.9905 | 43100 | 0.0           | -               |
| 0.9917 | 43150 | 0.1409        | -               |
| 0.9928 | 43200 | 0.0004        | -               |
| 0.9940 | 43250 | 0.0006        | -               |
| 0.9951 | 43300 | 0.0634        | -               |
| 0.9963 | 43350 | 0.1843        | -               |
| 0.9974 | 43400 | 0.0133        | -               |
| 0.9986 | 43450 | 0.2553        | -               |
| 0.9997 | 43500 | 0.0005        | -               |

### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.5.1
- Transformers: 4.38.2
- PyTorch: 2.1.0+cu121
- Datasets: 2.18.0
- Tokenizers: 0.15.2

## 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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