| | --- |
| | library_name: transformers |
| | tags: [] |
| | --- |
| | |
| | ``` |
| | ================================================================================ |
| | ASPEKT | ACC | F1-MACRO | WYNIK |
| | ================================================================================ |
| | overall_experience | 0.8406 | 0.7705 | (Neg/None/Pos) |
| | location | 0.9468 | 0.8534 | (Neg/None/Pos) |
| | cleanliness | 0.9548 | 0.9243 | (Neg/None/Pos) |
| | bed_comfort | 0.8925 | 0.8122 | (Neg/None/Pos) |
| | size_space | 0.8034 | 0.7348 | (Neg/None/Pos) |
| | kitchen | 0.8914 | 0.8038 | (Neg/None/Pos) |
| | wifi | 0.9888 | 0.8632 | (Neg/None/Pos) |
| | noise | 0.9588 | 0.9216 | (Neg/None/Pos) |
| | safety | 0.9018 | 0.6855 | (Neg/None/Pos) |
| | host_contact | 0.9553 | 0.9265 | (Neg/None/Pos) |
| | value_for_money | 0.9350 | 0.7852 | (Neg/None/Pos) |
| | food | 0.8778 | 0.6203 | (Neg/None/Pos) |
| | -------------------------------------------------------------------------------- |
| |
|
| | >>> SZCZEGÓŁY DLA overall_experience |
| | precision recall f1-score support |
| | |
| | Negatywny 0.89 0.86 0.87 423 |
| | Brak/OK 0.39 0.83 0.53 403 |
| | Pozytywny 0.99 0.84 0.91 2913 |
| | |
| | accuracy 0.84 3739 |
| | macro avg 0.75 0.84 0.77 3739 |
| | weighted avg 0.91 0.84 0.86 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA location |
| | precision recall f1-score support |
| | |
| | Negatywny 0.49 0.96 0.65 92 |
| | Brak/OK 0.96 0.92 0.94 1301 |
| | Pozytywny 0.97 0.96 0.97 2346 |
| | |
| | accuracy 0.95 3739 |
| | macro avg 0.81 0.95 0.85 3739 |
| | weighted avg 0.96 0.95 0.95 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA cleanliness |
| | precision recall f1-score support |
| | |
| | Negatywny 0.79 0.92 0.85 302 |
| | Brak/OK 0.98 0.96 0.97 2392 |
| | Pozytywny 0.96 0.95 0.96 1045 |
| | |
| | accuracy 0.95 3739 |
| | macro avg 0.91 0.94 0.92 3739 |
| | weighted avg 0.96 0.95 0.96 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA bed_comfort |
| | precision recall f1-score support |
| | |
| | Negatywny 0.63 0.95 0.76 171 |
| | Brak/OK 0.99 0.88 0.93 3102 |
| | Pozytywny 0.61 0.95 0.74 466 |
| | |
| | accuracy 0.89 3739 |
| | macro avg 0.74 0.93 0.81 3739 |
| | weighted avg 0.93 0.89 0.90 3739 |
| | |
| |
|
| | >>> SZCZEGÓŁY DLA size_space |
| | precision recall f1-score support |
| | |
| | Negatywny 0.54 0.94 0.68 258 |
| | Brak/OK 0.94 0.80 0.86 2801 |
| | Pozytywny 0.58 0.76 0.66 680 |
| | |
| | accuracy 0.80 3739 |
| | macro avg 0.68 0.83 0.73 3739 |
| | weighted avg 0.85 0.80 0.81 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA kitchen |
| | precision recall f1-score support |
| | |
| | Negatywny 0.61 0.96 0.74 164 |
| | Brak/OK 0.99 0.88 0.93 3109 |
| | Pozytywny 0.61 0.92 0.73 466 |
| | |
| | accuracy 0.89 3739 |
| | macro avg 0.74 0.92 0.80 3739 |
| | weighted avg 0.93 0.89 0.90 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA wifi |
| | precision recall f1-score support |
| | |
| | Negatywny 0.86 0.98 0.92 55 |
| | Brak/OK 1.00 0.99 0.99 3648 |
| | Pozytywny 0.53 0.94 0.68 36 |
| | |
| | accuracy 0.99 3739 |
| | macro avg 0.80 0.97 0.86 3739 |
| | weighted avg 0.99 0.99 0.99 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA noise |
| | precision recall f1-score support |
| | |
| | Negatywny 0.81 0.92 0.86 305 |
| | Brak/OK 0.99 0.97 0.98 2881 |
| | Pozytywny 0.92 0.94 0.93 553 |
| | |
| | accuracy 0.96 3739 |
| | macro avg 0.90 0.94 0.92 3739 |
| | weighted avg 0.96 0.96 0.96 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA safety |
| | precision recall f1-score support |
| | |
| | Negatywny 0.45 0.92 0.60 111 |
| | Brak/OK 0.99 0.90 0.95 3490 |
| | Pozytywny 0.36 0.88 0.51 138 |
| | |
| | accuracy 0.90 3739 |
| | macro avg 0.60 0.90 0.69 3739 |
| | weighted avg 0.95 0.90 0.92 3739 |
| | |
| | |
| | >>> SZCZEGÓŁY DLA host_contact |
| | precision recall f1-score support |
| | |
| | Negatywny 0.77 0.97 0.86 203 |
| | Brak/OK 0.97 0.93 0.95 1568 |
| | Pozytywny 0.97 0.97 0.97 1968 |
| | |
| | accuracy 0.96 3739 |
| | macro avg 0.90 0.96 0.93 3739 |
| | weighted avg 0.96 0.96 0.96 3739 |
| | |
| |
|
| | >>> SZCZEGÓŁY DLA value_for_money |
| | precision recall f1-score support |
| | |
| | Negatywny 0.43 0.92 0.59 106 |
| | Brak/OK 0.99 0.94 0.96 3357 |
| | Pozytywny 0.76 0.86 0.81 276 |
| | |
| | accuracy 0.94 3739 |
| | macro avg 0.73 0.90 0.79 3739 |
| | weighted avg 0.95 0.94 0.94 3739 |
| | |
| |
|
| | >>> SZCZEGÓŁY DLA food |
| | precision recall f1-score support |
| | |
| | Negatywny 0.21 0.95 0.35 19 |
| | Brak/OK 0.99 0.87 0.93 3424 |
| | Pozytywny 0.42 0.93 0.58 296 |
| | |
| | accuracy 0.88 3739 |
| | macro avg 0.54 0.92 0.62 3739 |
| | weighted avg 0.94 0.88 0.90 3739 |
| | ``` |
| | |
| |
|
| | ## Model Details |
| |
|
| | ### Model Description |
| |
|
| | <!-- Provide a longer summary of what this model is. --> |
| |
|
| | This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. |
| |
|
| | - **Developed by:** [More Information Needed] |
| | - **Funded by [optional]:** [More Information Needed] |
| | - **Shared by [optional]:** [More Information Needed] |
| | - **Model type:** [More Information Needed] |
| | - **Language(s) (NLP):** [More Information Needed] |
| | - **License:** [More Information Needed] |
| | - **Finetuned from model [optional]:** [More Information Needed] |
| |
|
| | ### Model Sources [optional] |
| |
|
| | <!-- Provide the basic links for the model. --> |
| |
|
| | - **Repository:** [More Information Needed] |
| | - **Paper [optional]:** [More Information Needed] |
| | - **Demo [optional]:** [More Information Needed] |
| |
|
| | ## Uses |
| |
|
| | <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
| |
|
| | ### Direct Use |
| |
|
| | <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ### Downstream Use [optional] |
| |
|
| | <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
| |
|
| | [More Information Needed] |
| |
|
| | ### Out-of-Scope Use |
| |
|
| | <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ## Bias, Risks, and Limitations |
| |
|
| | <!-- This section is meant to convey both technical and sociotechnical limitations. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ### Recommendations |
| |
|
| | <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
| |
|
| | Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
| |
|
| | ## How to Get Started with the Model |
| |
|
| | Use the code below to get started with the model. |
| |
|
| | [More Information Needed] |
| |
|
| | ## Training Details |
| |
|
| | ### Training Data |
| |
|
| | <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ### Training Procedure |
| |
|
| | <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
| |
|
| | #### Preprocessing [optional] |
| |
|
| | [More Information Needed] |
| |
|
| |
|
| | #### Training Hyperparameters |
| |
|
| | - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> |
| |
|
| | #### Speeds, Sizes, Times [optional] |
| |
|
| | <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ## Evaluation |
| |
|
| | <!-- This section describes the evaluation protocols and provides the results. --> |
| |
|
| | ### Testing Data, Factors & Metrics |
| |
|
| | #### Testing Data |
| |
|
| | <!-- This should link to a Dataset Card if possible. --> |
| |
|
| | [More Information Needed] |
| |
|
| | #### Factors |
| |
|
| | <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
| |
|
| | [More Information Needed] |
| |
|
| | #### Metrics |
| |
|
| | <!-- These are the evaluation metrics being used, ideally with a description of why. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ### Results |
| |
|
| | [More Information Needed] |
| |
|
| | #### Summary |
| |
|
| |
|
| |
|
| | ## Model Examination [optional] |
| |
|
| | <!-- Relevant interpretability work for the model goes here --> |
| |
|
| | [More Information Needed] |
| |
|
| | ## Environmental Impact |
| |
|
| | <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
| |
|
| | Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). |
| |
|
| | - **Hardware Type:** [More Information Needed] |
| | - **Hours used:** [More Information Needed] |
| | - **Cloud Provider:** [More Information Needed] |
| | - **Compute Region:** [More Information Needed] |
| | - **Carbon Emitted:** [More Information Needed] |
| |
|
| | ## Technical Specifications [optional] |
| |
|
| | ### Model Architecture and Objective |
| |
|
| | [More Information Needed] |
| |
|
| | ### Compute Infrastructure |
| |
|
| | [More Information Needed] |
| |
|
| | #### Hardware |
| |
|
| | [More Information Needed] |
| |
|
| | #### Software |
| |
|
| | [More Information Needed] |
| |
|
| | ## Citation [optional] |
| |
|
| | <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
| |
|
| | **BibTeX:** |
| |
|
| | [More Information Needed] |
| |
|
| | **APA:** |
| |
|
| | [More Information Needed] |
| |
|
| | ## Glossary [optional] |
| |
|
| | <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
| |
|
| | [More Information Needed] |
| |
|
| | ## More Information [optional] |
| |
|
| | [More Information Needed] |
| |
|
| | ## Model Card Authors [optional] |
| |
|
| | [More Information Needed] |
| |
|
| | ## Model Card Contact |
| |
|
| | [More Information Needed] |
