Twitter Emotion Deberta V3 Base

由 Emanuel 开发

基于DeBERTa-v3微调的文本情感分类模型，在emotion数据集上表现出色。

文本分类

Transformers

开源协议:Apache-2.0 #高精度情感分析 #社交媒体文本分类 #DeBERTa-v3微调

下载量 110

发布时间 : 3/2/2022

模型介绍

内容详情

替代品

模型简介

该模型是基于DeBERTa-v3架构微调的版本，专门用于文本情感分类任务，在评估集上取得了高准确率。

模型特点

高准确率

在emotion数据集测试集上达到92.55%的准确率

微调优化

基于DeBERTa-v3-base进行针对性微调，优化情感分类性能

全面评估指标

提供精确率、召回率、F1分数等多维度评估结果

模型能力

文本情感分类

多类别情感识别

使用案例

社交媒体分析

推文情感分析

分析Twitter推文的情感倾向

可准确识别愤怒、喜悦、悲伤等六种情感

客户反馈分析

产品评论情感分类

对客户评论进行情感分类

帮助快速识别负面反馈

license: apache-2.0
tags:

generated_from_trainer
datasets:
emotion
metrics:
accuracy
model-index:
name: twitter-emotion-deberta-v3-base
results:
- task:
  type: text-classification
  name: 文本分类
  dataset:
  name: emotion
  type: emotion
  args: default
  metrics:
  - type: accuracy
    value: 0.937
    name: 准确率
- task:
  type: text-classification
  name: 文本分类
  dataset:
  name: emotion
  type: emotion
  config: default
  split: test
  metrics:
  - type: accuracy
    value: 0.9255
    name: 准确率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTlhZDRlN2VkOGQ0OTg3Nzg2OWJmOTAzMDYxZjk5NzE4YmMyNDIxM2FhOTgyMDI2ZTQ3ZjkyNGMwYjI4Nzc2ZiIsInZlcnNpb24iOjF9.GaEt0ZAvLf30YcCff1mZtjms1XD57bY-b00IVak3WGtZJsgVshwAP_Vla2pylTAQvZITz4WESqSlEpyu6Bn-CA
  - type: precision
    value: 0.8915483806374028
    name: 宏平均精确率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTI4MTRlN2UyMDZhODM1NWIzNzdhZTUyZjNhYjdkMmZiODRjM2ViODMzOTU4MGE1NjQ4MjM1ZWUwODQzMzk3YyIsInZlcnNpb24iOjF9.qU0v868jMD8kFNrF8CqaP0jGxLzx_ExZTJ1BIBQKEHPSv59QyDLUt6ggjL09jUcmNj-gmps2XzFO16ape0O2Ag
  - type: precision
    value: 0.9255
    name: 微平均精确率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTY3NzgyMmFkYmY1NzU0ODM4NWVjZmI0MTgwYWU3OGY1MzI5NWRhNWMyYjM3NTQ0MzEzOWZmYTk5NDYxMjI0ZSIsInZlcnNpb24iOjF9.fnBjSgKbcOk3UF3pfn1rPbr87adek5YDTeSCqgSaCI4zzEqP_PWPNAinS1eBispGxEVh5iolmbO3frSZZ-TzDw
  - type: precision
    value: 0.9286522707274408
    name: 加权精确率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTE2ZmMxYzE2Mzc4OGQ2MzA1MDA3OGQ5Y2E4N2VkZDUwN2VjYmVhZGRlZTA2Nzg5NWJlZGNlMGYwNjc4YmNlYyIsInZlcnNpb24iOjF9.gRsf37CBTZpLIaAPNfdhli5cUV6K2Rbi8gHWHZydKTse9H9bkV6K_R6o_cMPhuXAyCCWx6SI-RbzInSC9K5lBw
  - type: recall
    value: 0.875946770128528
    name: 宏平均召回率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTZkNjMwOTFkZmEyYmRjNTBiOGFjYmYzYmZiMmUyY2U0ZWNhNDNmY2M3ZWZhODRjZDQ2MmFhNzZmM2ZjZDQ5OSIsInZlcnNpb24iOjF9.UTNojxmP-lR4wu13HPt7DAtgzFskdsR8IyohDDhA4sLj2_AQG7-FHdE7eE_SZ4H4FOtp-F1V-g6UoyDtFF0YCQ
  - type: recall
    value: 0.9255
    name: 微平均召回率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjczZjBlNDhhM2YwZDJiNGEwNmMwMTE3ZDQwY2FkMjY5MGMzNjI2NDMyMmNkNTg2ZGRmMWZmOTk2OTEwNGQ0ZCIsInZlcnNpb24iOjF9.DXAXqasIV3OiJGuUGSFMIDVSsM3ailYD5rHDj9bkoDJ0duVyRQdD5l_Uxs2ILUtMYvy66HG8q9hT3oaQpDDFAQ
  - type: recall
    value: 0.9255
    name: 加权召回率
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZDZjNGRhNDhkOTY4NmU5ZWUwNTJkNTk3ZGUwZjQwMzYyZTQ3YTYxZTBjMzg3ZjY5YjUwZGM1ZmI4YzlhZmMwMiIsInZlcnNpb24iOjF9.0Jr2FqC3_4aCO7N_Cd-25rjzz2rtyI0w863DvQfVPJNPzkWrs8qaQ_3lcfcQaMbR9CiVfKYPsgWb7-dwrm-UDA
  - type: f1
    value: 0.8790048313120858
    name: 宏平均F1分数
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNGNmMzc1MjgxZjM4Njk5ODM2NzIzOWMwYTIyN2E2NWJhYzcwNzgzMTQ0NWZjOGJhZmFkZjg5ZmNkNzYyYzdjMSIsInZlcnNpb24iOjF9.M3qaWCQwpe1vNptl5r8M62VhNe9-0eXQBZ1gIGRaEWOx9aRoTTFAqz_pl3wlhER0dSAjZlUuKElbYCI_R0KQDw
  - type: f1
    value: 0.9255
    name: 微平均F1分数
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOGQzNWNhOWFhZjNmYTllZTliYjRjNWVkMzgyNzE4OTcyZWIwOWY0ZTFkMjVjZDgwOTQyYWI1YzhkZjFmNWY3MiIsInZlcnNpb24iOjF9.zLzGH5b86fzDqgyM-P31QEgpVCVNXRXIxsUzWN0NinSARJDmGp0hYAKu80GwRRnCPdavIoluet1FjQaDvt6aDA
  - type: f1
    value: 0.92449885920049
    name: 加权F1分数
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTQ2OTM0ZTU1MTQyNzQxNjVkNjY3ODdkYmJhOTE0ZTYxYzhiNzM3NGFhZGRiN2FiNzM5ZjFiNzczOGZhMDU1NCIsInZlcnNpb24iOjF9.33hcbfNttHRTdGFIgtD18ywdBnihqA3W2bJnwozAnpz6A1Fh9w-kHJ7WQ51XMK_MfHBNrMOO_k_x6fNS-Wm5Dg
  - type: loss
    value: 0.16804923117160797
    name: 损失值
    verified: true
    verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWYwMWY5MzFkYjM3YjZmNmE3MmFlYTI3OTQ1OWRhZTUzODM3MjYwNTgxY2IxMjQ5NmI0ZDk3NDExZjg5YjJjZiIsInZlcnNpb24iOjF9.bHYpW_rQcKjc0QsMe8yVgWo-toI-LxAZE307_8kUKxQwzzb4cvrjLR66ciel2dVSMsjt479vGpbbAXU_8vh6Dw