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README.md

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+---
+library_name: transformers
+tags: []
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## 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]

config.json

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+{
+  "_name_or_path": "bert-base-cased",
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Effective",
+    "1": "economical",
+    "2": "Explained the process clearly",
+    "3": "Efficient staff",
+    "4": "Outstanding efforts",
+    "5": "Cordial service",
+    "6": "effective",
+    "7": "Dependable",
+    "8": "Efficient",
+    "9": "courteous staff",
+    "10": "Great job, well done",
+    "11": "Skilled",
+    "12": "knowledgeable",
+    "13": "professional",
+    "14": "Productive work",
+    "15": "Very responsive",
+    "16": "Dependable solutions",
+    "17": "Expert",
+    "18": "dependable",
+    "19": "Polite",
+    "20": "skilled",
+    "21": "friendly",
+    "22": "Professional",
+    "23": "friendly service",
+    "24": "Quick",
+    "25": "Always does a great job",
+    "26": "reliable service",
+    "27": "Outstanding customer service",
+    "28": "Knowledgeable",
+    "29": "Listened to my concerns",
+    "30": "Very professional",
+    "31": "Friendly",
+    "32": "helpful",
+    "33": "Reliable",
+    "34": "Excellent craftsmanship",
+    "35": "Seamless process",
+    "36": "courteous",
+    "37": "Attentive support",
+    "38": "Very helpful",
+    "39": "Swift solutions",
+    "40": "Swift technicians",
+    "41": "Courteous",
+    "42": "Always does a thorough job",
+    "43": "Fast turnaround time",
+    "44": "Economical choices",
+    "45": "Professional assistance",
+    "46": "Supportive interactions",
+    "47": "Very friendly staff",
+    "48": "knowledgeable staff",
+    "49": "Honest",
+    "50": "transparent",
+    "51": "clear",
+    "52": "Great quality of work",
+    "53": "Customer-oriented service",
+    "54": "Responsive",
+    "55": "Very satisfied with the service",
+    "56": "efficient service",
+    "57": "Prompt",
+    "58": "Considerate service knowledgeable technicians",
+    "59": "Fair pricing",
+    "60": "expert",
+    "61": "Very fair pricing",
+    "62": "Skilled professionals",
+    "63": "efficient staff",
+    "64": "Excellent customer service skills",
+    "65": "Knowledgeable interactions",
+    "66": "Efficient performance",
+    "67": "Helpful",
+    "68": "Felt valued as a customer",
+    "69": "helpful service",
+    "70": "Very courteous",
+    "71": "swift",
+    "72": "efficient",
+    "73": "Professional interactions",
+    "74": "Very knowledgeable",
+    "75": "prompt",
+    "76": "Solved the problem quickly",
+    "77": "Very polite",
+    "78": "Very knowledgeable staff",
+    "79": "Competent professionals",
+    "80": "Efficient service with a smile",
+    "81": "Hassle-free experience",
+    "82": "Would use again",
+    "83": "Always on time",
+    "84": "reliable",
+    "85": "Affordable",
+    "86": "organized",
+    "87": "Very thorough",
+    "88": "Swift",
+    "89": "Very high standards",
+    "90": "quick",
+    "91": "professional service",
+    "92": "Supportive environment",
+    "93": "Excellent communication",
+    "94": "Fixed the issue promptly",
+    "95": "Competent service",
+    "96": "Exceeded expectations",
+    "97": "helpful staff",
+    "98": "Easy to work with",
+    "99": "Resolved the issue quickly",
+    "100": "Skilled team",
+    "101": "Helpful team",
+    "102": "Excellent problem solving",
+    "103": "Effective support",
+    "104": "reliable staff",
+    "105": "Pleasant",
+    "106": "Very reliable",
+    "107": "Reliable expertise",
+    "108": "Helpful assistance",
+    "109": "High quality workmanship",
+    "110": "Great value for money",
+    "111": "supportive",
+    "112": "effective service",
+    "113": "Very accommodating staff",
+    "114": "responsive",
+    "115": "Thorough",
+    "116": "Professionalism guaranteed",
+    "117": "Dependable technicians",
+    "118": "Swift service",
+    "119": "Customer-focused approach",
+    "120": "Knowledgeable experts",
+    "121": "Innovative solutions",
+    "122": "Dependable support",
+    "123": "Excellent attention to detail",
+    "124": "Supportive technicians",
+    "125": "Knowledgeable team",
+    "126": "knowledgeable service",
+    "127": "Solved the problem efficiently",
+    "128": "Great experience overall",
+    "129": "Top-tier workmanship",
+    "130": "Superior outcomes",
+    "131": "Speedy",
+    "132": "Dependable professionals",
+    "133": "friendly staff",
+    "134": "Productive service",
+    "135": "Accurate",
+    "136": "Excellent follow-up",
+    "137": "Respectful interactions",
+    "138": "Competent",
+    "139": "efficient team",
+    "140": "knowledgeable technicians",
+    "141": "Helpful professionals",
+    "142": "professional staff",
+    "143": "polite",
+    "144": "Friendly efficiency",
+    "145": "Excellent service overall",
+    "146": "Skilled experts",
+    "147": "Prompt responses",
+    "148": "Knowledgeable advisors",
+    "149": "Skilled support",
+    "150": "Great communication",
+    "151": "service",
+    "152": "Cost effective",
+    "153": "Cordial",
+    "154": "attentive",
+    "155": "Efficient solutions",
+    "156": "attentive staff",
+    "157": "Reliable technicians",
+    "158": "Always helpful",
+    "159": "High standard of work",
+    "160": "Clear explanations",
+    "161": "Skilled technicians",
+    "162": "thorough",
+    "163": "timely",
+    "164": "Communicative",
+    "165": "Very attentive service",
+    "166": "Insightful assistance",
+    "167": "Prompt assistance",
+    "168": "approachable",
+    "169": "Professionalism throughout",
+    "170": "communication",
+    "171": "Great service",
+    "172": "courteous service",
+    "173": "Courteous service",
+    "174": "Budget-friendly pricing",
+    "175": "Punctual service",
+    "176": "Friendly technicians",
+    "177": "effective communication",
+    "178": "Clear",
+    "179": "Remarkable craftsmanship",
+    "180": "Efficient technicians",
+    "181": "Politeness at its best",
+    "182": "Responsive service",
+    "183": "Efficient team",
+    "184": "Exceptional delivery",
+    "185": "Knowledgeable staff",
+    "186": "Overall excellence",
+    "187": "Attention to detail",
+    "188": "Made me feel comfortable",
+    "189": "trustworthy",
+    "190": "Reliable interactions",
+    "191": "Great service from start to finish",
+    "192": "Reliable professionals",
+    "193": "Swift assistance",
+    "194": "Trustworthy professionals",
+    "195": "Effective interventions",
+    "196": "Prompt response",
+    "197": "Very attentive",
+    "198": "skilled team",
+    "199": "Premium service",
+    "200": "Skilled staff",
+    "201": "Customer-focused",
+    "202": "Great customer interaction",
+    "203": "Prompt service",
+    "204": "Very helpful advice",
+    "205": "Great attention to customer needs",
+    "206": "respectful",
+    "207": "understanding",
+    "208": "Very patient",
+    "209": "Timely solutions",
+    "210": "beyond",
+    "211": "Went above",
+    "212": "Very accommodating",
+    "213": "Great attention to detail",
+    "214": "Prompt professionals",
+    "215": "Remarkable outcomes",
+    "216": "experienced",
+    "217": "Cordial staff"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
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+    "Affordable": 85,
+    "Always does a great job": 25,
+    "Always does a thorough job": 42,
+    "Always helpful": 158,
+    "Always on time": 83,
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+    "Attentive support": 37,
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+    "Clear": 178,
+    "Clear explanations": 160,
+    "Communicative": 164,
+    "Competent": 138,
+    "Competent professionals": 79,
+    "Competent service": 95,
+    "Considerate service knowledgeable technicians": 58,
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+    "Customer-focused approach": 119,
+    "Customer-oriented service": 53,
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+    "Dependable solutions": 16,
+    "Dependable support": 122,
+    "Dependable technicians": 117,
+    "Easy to work with": 98,
+    "Economical choices": 44,
+    "Effective": 0,
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+    "Effective support": 103,
+    "Efficient": 8,
+    "Efficient performance": 66,
+    "Efficient service with a smile": 80,
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+    "Efficient technicians": 180,
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+    "Excellent customer service skills": 64,
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+    "Insightful assistance": 166,
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+    "Knowledgeable advisors": 148,
+    "Knowledgeable experts": 120,
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+    "Knowledgeable team": 125,
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+    "Reliable professionals": 192,
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+    "trustworthy": 189,
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+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.41.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}