T5 Large Finetuned Xsum Cnn

🚀 T5-large 要約モデル（XSUM-CNN Daily Mail データセットで学習）

このモデルは、T5 Largeを微調整した要約モデルです。XSUMとCNN Daily Mailのデータセットを用いて学習されており、要約タスクに特化しています。

🚀 クイックスタート

モデルのロード

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, DataCollatorForSeq2Seq, Seq2SeqTrainingArguments, Seq2SeqTrainer

tokenizer = AutoTokenizer.from_pretrained("sysresearch101/t5-large-finetuned-xsum-cnn")
model = model = AutoModelForSeq2SeqLM.from_pretrained("sysresearch101/t5-large-finetuned-xsum-cnn")

ARTICLE_TO_SUMMARIZE = "..."

# generate summary

input_ids = tokenizer.encode(ARTICLE_TO_SUMMARIZE, return_tensors='pt')
summary_ids = model.generate(input_ids,
            min_length=20,
            max_length=80,
            num_beams=10,
            repetition_penalty=2.5,
            length_penalty=1.0,
            early_stopping=True,
            no_repeat_ngram_size=2,
            use_cache=True,
            do_sample = True,
            temperature = 0.8,
            top_k = 50,
            top_p = 0.95)

summary_text = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
print(summary_text)

Output: <TODO>

パイプラインを使用した方法

from transformers import pipeline

summarizer = pipeline("summarization", model="sysresearch101/t5-large-finetuned-xsum-cnn")

ARTICLE = """ New York (CNN)When Liana Barrientos was 23 years old, she got married in Westchester County, New York.
A year later, she got married again in Westchester County, but to a different man and without divorcing her first husband.
Only 18 days after that marriage, she got hitched yet again. Then, Barrientos declared "I do" five more times, sometimes only within two weeks of each other.
In 2010, she married once more, this time in the Bronx. In an application for a marriage license, she stated it was her "first and only" marriage.
Barrientos, now 39, is facing two criminal counts of "offering a false instrument for filing in the first degree," referring to her false statements on the
2010 marriage license application, according to court documents.
Prosecutors said the marriages were part of an immigration scam.
On Friday, she pleaded not guilty at State Supreme Court in the Bronx, according to her attorney, Christopher Wright, who declined to comment further.
After leaving court, Barrientos was arrested and charged with theft of service and criminal trespass for allegedly sneaking into the New York subway through an emergency exit, said Detective
Annette Markowski, a police spokeswoman. In total, Barrientos has been married 10 times, with nine of her marriages occurring between 1999 and 2002.
All occurred either in Westchester County, Long Island, New Jersey or the Bronx. She is believed to still be married to four men, and at one time, she was married to eight men at once, prosecutors say.
Prosecutors said the immigration scam involved some of her husbands, who filed for permanent residence status shortly after the marriages.
Any divorces happened only after such filings were approved. It was unclear whether any of the men will be prosecuted.
The case was referred to the Bronx District Attorney\'s Office by Immigration and Customs Enforcement and the Department of Homeland Security\'s
Investigation Division. Seven of the men are from so-called "red-flagged" countries, including Egypt, Turkey, Georgia, Pakistan and Mali.
Her eighth husband, Rashid Rajput, was deported in 2006 to his native Pakistan after an investigation by the Joint Terrorism Task Force.
If convicted, Barrientos faces up to four years in prison.  Her next court appearance is scheduled for May 18.
"""
print(summarizer(ARTICLE, max_length=130, min_length=30, do_sample=False))
>>> [{'summary_text': 'Liana Barrientos, 39, is charged with two counts of "offering a false instrument for filing in the first degree" In total, she has been married 10 times, with nine of her marriages occurring between 1999 and 2002. She is believed to still be married to four men.'}]

✨ 主な機能

• 高い要約性能：XSUMデータセットの要約タスクで、ROUGE-1スコアが36.7656という高い成績を収めています。
• 微調整済みモデル：T5 LargeモデルをXSUMとCNN Daily Mailのデータセットで微調整しているため、要約タスクに特化した性能を備えています。

📚 ドキュメント

リーダーボードランキング

現在、XSUMデータセットの要約タスクにおいて、ROUGEスコアで3位にランクインしています。FacebookのBart-Large-XsumとGoogleのPegasus-Xsumに次ぐ成績です。 詳細はこちら：https://huggingface.co/spaces/autoevaluate/leaderboards?dataset=xsum （タスク：Summarization、ソート指標：Rouge Scoreを選択してください）

微調整コーパス

t5-large-finetuned-xsum-cnn モデルは、huggingface の t5-large model をベースに、CNN Daily Mail と XSUM のデータセットを用いて微調整されています。

評価指標

📄 ライセンス

このモデルはMITライセンスの下で提供されています。