--- language: en tags: - autotrain datasets: - lewtun/autotrain-data-acronym-identification - acronym_identification widget: - text: I love AutoTrain 🤗 co2_eq_emissions: 10.435358044493652 model-index: - name: autotrain-demo results: - task: type: token-classification name: Token Classification dataset: name: acronym_identification type: acronym_identification args: default metrics: - type: accuracy value: 0.9708090976211485 name: Accuracy - task: type: token-classification name: Token Classification dataset: name: acronym_identification type: acronym_identification config: default split: train metrics: - type: accuracy value: 0.9790777669399117 name: Accuracy verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGE4MjA4Yzc2MTNlY2U4NTY4MDkzODRkYzY4MjEzOGYzZGQ2ZGY3ZmI0YmU2YmEyMjY4Njc1YzhkYTFhZWU0ZiIsInZlcnNpb24iOjF9.rFLe74m-uhC-pM_WhnALYWQfDnpChZ7ujc0p75U3095TgeislAvvHYOpcYcepdmKq5Sqw61AiqqhGTsNbxCzCA - type: precision value: 0.9197835301644851 name: Precision verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTM0MGM2MGEzNzIxMjljODM5ZTkzYTMxZmQxZWE4ZjcxMWYwOGE5NGM1ZWIwNTkzNDAzNWM2ZWQxNDZkMzU5ZCIsInZlcnNpb24iOjF9.ghxhIgnPdqAdtyEn5TL_F_f7vp2TVmYUVxC_BzbG37DZpFS0PetO12fsNEydh4l6qf2V0gKoCY-6gsxx8uYoDA - type: recall value: 0.946479027789208 name: Recall verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTQxNmU4M2FlMGRjZjU4YzcxMjUyMGVmYzhiMDRkOTM4MTY2ZTY1ZGE4ZjQyN2I5MzQxNjEyZjIwNmU0ZDQ3MCIsInZlcnNpb24iOjF9.hjNZ1PQ2fXMZ44rcd0Xb_NGXMyXYB-EaYyZg8GYWkVt0B89PU6lCnHORPjK8U1QFmcSeP8O_Xwvvr39GgPpYBg - type: f1 value: 0.9329403493591477 name: F1 verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzk4YTQ2Mzk5NTNlM2M0NDhmYzQ4NDlhOGUzNjc2ZWVmNzhhYWM4ZmE1ZjA3NzAyMDU2MDc3NTVlNzAyZTk3ZCIsInZlcnNpb24iOjF9.QjF8xwoC_ziNUwhzz-cd_AiGaIhWcR7eQtd2JWF4v-ENA4K6hjj-c2R_FzP2hQKQ_OY1Wq2C4E3ZF8ze13XlCw - type: loss value: 0.06360606849193573 name: loss verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjlkZmNlMGI4MGQ1MmU1MDZjMmNhZDA4NmY3M2ZmNzk1ZTA2ODFjYTAwYjJiZjQwMmY2ZDAzMDYzYjQ3MDhjMiIsInZlcnNpb24iOjF9.J1yJobGoluZgQMtdNcexCPVGPido4rmjpdcU53HvS2Gf-Z8SGzY4NfVxg-0jREqJQbCQ3EP_37CsP5NEClpMDg - task: type: token-classification name: Token Classification dataset: name: acronym_identification type: acronym_identification config: default split: validation metrics: - type: accuracy value: 0.9758354452761242 name: Accuracy verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjY5OGMzNzg1Mjg4YmFlOWEwOGVkZmM2OTQwYTUyMzRmZWNiZjFmNmM0OGU0MmM2Y2YwZGM1M2EyNDg5NTNhYSIsInZlcnNpb24iOjF9.ttERWzOkI_iUeEzv63lMNYvzdlU0q3gbqYL41_ZjZ-VKrIVMgEfsZCN2ldPJWPZaPiW_UnrUpbBLFTPieIQ-Dw - type: precision value: 0.9339674814732883 name: Precision verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTA2YjFhMDc0MDU2NDQ0MWNkYjdjMjBjNTllMDRlNjdmNDk4MGVjOTI4MzdjYjc2M2NkNzUxMTczMzk4NGU2MCIsInZlcnNpb24iOjF9.dPhHuCcAHPnS_cvOPiERU6myfNTlVVrd64jU_EYAK7rXMEWQ_IrOLgvViwrDjp9JVb-UEgO-7SmtPUlBqzfyCA - type: recall value: 0.9159344831326608 name: Recall verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTg1MjVlYmNiN2Q3MjVmZTY4NDE4MjI2NTcyYjUxY2RkODI1MzRhOWE0MjBjNDE4ZDhlNWMyNGFjOGE2ODhiNCIsInZlcnNpb24iOjF9.mFsDy4rHaIByjBHsk1HSjj56NA8oPOXwOlcjDsqkKd0hJh1viYEIgwJn22PL62nBJvOYdnUB9HZDYvlM_uOuDw - type: f1 value: 0.9248630887185104 name: F1 verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNGM4MDY2MTQxODVlYjBlMGM0YThhZmQ1YjNiNTM3YjZmODdlNjM5OGM4NDE2YTdhYWNiMzM0ZDRiMjIyNWQ2MCIsInZlcnNpb24iOjF9.ehbT56xqKXykHiyau95BLHLjfJcSi8OtsG6TDeDbyjggNN-WnOu7zz2kquR_mX9vcm3aJkbsXVA1eB6tH3cZDg - type: loss value: 0.07593930512666702 name: loss verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNmM3NjViNzA3MWJhNzQzZThlMjQ1ZDdjMzAyMjZkZWVhYjUxMDhiZDYwMDJjYTBlNGQ4MDk0YzczOWYyNjNiOCIsInZlcnNpb24iOjF9.OzgQm9WJ7WXJVjkNyfP8UEKeN0j-XTww2AGPY8QOlm3c2bAVa23_cf4J-44yvCiHWuqK5kKVE04NjRjfq39zCg --- # Model Trained Using AutoTrain - Problem type: Entity Extraction - Model ID: 7324788 - CO2 Emissions (in grams): 10.435358044493652 ## Validation Metrics - Loss: 0.08991389721632004 - Accuracy: 0.9708090976211485 - Precision: 0.8998421675654347 - Recall: 0.9309429854401959 - F1: 0.9151284109149278 ## Usage You can use cURL to access this model: ``` $ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoTrain"}' https://api-inference.huggingface.co/models/lewtun/autotrain-acronym-identification-7324788 ``` Or Python API: ``` from transformers import AutoModelForTokenClassification, AutoTokenizer model = AutoModelForTokenClassification.from_pretrained("lewtun/autotrain-acronym-identification-7324788", use_auth_token=True) tokenizer = AutoTokenizer.from_pretrained("lewtun/autotrain-acronym-identification-7324788", use_auth_token=True) inputs = tokenizer("I love AutoTrain", return_tensors="pt") outputs = model(**inputs) ```