Delete .ipynb_checkpoints
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.ipynb_checkpoints/README-checkpoint.md
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---
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language:
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- ru
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license: apache-2.0
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base_model: cointegrated/rubert-tiny2
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tags:
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- finance
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- sentiment-analysis
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- russian
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datasets:
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- apkonsta/FinancialPhraseBank-v1.0-ru
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metrics:
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- accuracy
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- f1
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---
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# FinRuBERT
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Fine-tuned модель для анализа тональности финансовых текстов на русском языке.
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## Описание
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Модель была дообучена на датасете FinancialPhraseBank (русская версия) и предсказывает:
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- **Негативный** (`negative`)
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- **Нейтральный** (`neutral`)
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- **Позитивный** (`positive`)
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## Данные обучения
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Использовалась версия датасета с согласием аннотаторов ≥50% (4,840 примеров):
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- Sentences_50Agree.csv из [FinancialPhraseBank-v1.0-ru](https://huggingface.co/datasets/apkonsta/FinancialPhraseBank-v1.0-ru)
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## Использование
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```python
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from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline
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model_name = "apkonsta/finrubert"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSequenceClassification.from_pretrained(model_name)
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classifier = pipeline("text-classification", model=model, tokenizer=tokenizer)
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result = classifier("Прибыль компании сократилась на 15% в этом квартале")
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print(result) # [{'label': 'negative', 'score': 0.88}]
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.ipynb_checkpoints/vocab-checkpoint.txt
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