BM-K / NewsKoT5-small

huggingface.co
Total runs: 12
24-hour runs: -101
7-day runs: -98
30-day runs: -93
Model's Last Updated: August 30 2023
text2text-generation

Introduction of NewsKoT5-small

Model Details of NewsKoT5-small

NewsKoT5

The training data for this T5 model consists of Korean news articles (29GB). However, the performance has not been fine-tuned through the use of small batches and a limited number of training steps, so it may not be fully optimized.

Quick tour
from transformers import AutoTokenizer, T5ForConditionalGeneration
  
tokenizer = AutoTokenizer.from_pretrained("BM-K/NewsKoT5-small")
model = T5ForConditionalGeneration.from_pretrained("BM-K/NewsKoT5-small")

input_ids = tokenizer("한국형발사체 누리호가 실용급 <extra_id_0> 발사체로서 ‘데뷔’를 성공적으로 <extra_id_1>", return_tensors="pt").input_ids
labels = tokenizer("<extra_id_0> 위성 <extra_id_1> 마쳤다 <extra_id_2>", return_tensors="pt").input_ids

outputs = model(input_ids=input_ids,
                labels=labels)
News Summarization Performance (F1-score)

After restoring the model's tokenized output to the original text, Rouge performance was evaluated by comparing it to the reference and hypothesis tokenized using mecab .

  • Dacon 한국어 문서 생성요약 AI 경진대회 Dataset
    • Training: 29,432
    • Validation: 7,358
    • Test: 9,182
#Param rouge-1 rouge-2 rouge-l
pko-t5-small 95M 51.48 33.18 44.96
NewsT5-small 61M 52.15 33.59 45.41
  • AI-Hub 문서요약 텍스트 Dataset
    • Training: 245,626
    • Validation: 20,296
    • Test: 9,931
#Param rouge-1 rouge-2 rouge-l
pko-t5-small 95M 53.44 34.03 45.36
NewsT5-small 61M 53.74 34.27 45.52

Runs of BM-K NewsKoT5-small on huggingface.co

12
Total runs
-101
24-hour runs
-102
3-day runs
-98
7-day runs
-93
30-day runs

More Information About NewsKoT5-small huggingface.co Model

NewsKoT5-small huggingface.co

NewsKoT5-small huggingface.co is an AI model on huggingface.co that provides NewsKoT5-small's model effect (), which can be used instantly with this BM-K NewsKoT5-small model. huggingface.co supports a free trial of the NewsKoT5-small model, and also provides paid use of the NewsKoT5-small. Support call NewsKoT5-small model through api, including Node.js, Python, http.

NewsKoT5-small huggingface.co Url

https://huggingface.co/BM-K/NewsKoT5-small

BM-K NewsKoT5-small online free

NewsKoT5-small huggingface.co is an online trial and call api platform, which integrates NewsKoT5-small's modeling effects, including api services, and provides a free online trial of NewsKoT5-small, you can try NewsKoT5-small online for free by clicking the link below.

BM-K NewsKoT5-small online free url in huggingface.co:

https://huggingface.co/BM-K/NewsKoT5-small

NewsKoT5-small install

NewsKoT5-small is an open source model from GitHub that offers a free installation service, and any user can find NewsKoT5-small on GitHub to install. At the same time, huggingface.co provides the effect of NewsKoT5-small install, users can directly use NewsKoT5-small installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

NewsKoT5-small install url in huggingface.co:

https://huggingface.co/BM-K/NewsKoT5-small

Url of NewsKoT5-small

NewsKoT5-small huggingface.co Url

Provider of NewsKoT5-small huggingface.co

BM-K
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