Bart Large Cnn Samsum

🚀 英文對話摘要模型

本模型用於英文對話的摘要提取，基於BART - large - cnn進行預訓練。它能有效總結英文對話內容，為用戶提供簡潔的對話概要。

🚀 快速開始

安裝與使用

你可以通過以下代碼加載模型和分詞器：

tokenizer = BartTokenizer.from_pretrained('facebook/bart-large-cnn')
model = BartForConditionalGeneration.from_pretrained('jngan/bart-large-cnn-samsum')

實現和微調腳本可在以下鏈接找到：https://github.com/joceyngan/conversation_summarization

✨ 主要特性

• 基於BART - large - cnn預訓練，在英文對話摘要任務上表現良好。
• 提供了詳細的評估結果，展示模型的實際表現。

📚 詳細文檔

評估結果

參考摘要為數據集中的真實摘要，生成摘要為該模型生成的摘要。

示例1

• 原文
  • A: Hi Tom, are you busy tomorrow’s afternoon?
  • B: I’m pretty sure I am. What’s up?
  • A: Can you go with me to the animal shelter?.
  • B: What do you want to do?
  • A: I want to get a puppy for my son.
  • B: That will make him so happy.
  • A: Yeah, we’ve discussed it many times. I think he’s ready now.
  • B: That’s good. Raising a dog is a tough issue. Like having a baby ;-)
  • A: I'll get him one of those little dogs.
  • B: One that won't grow up too big;-)
  • A: And eat too much;-))
  • B: Do you know which one he would like?
  • A: Oh, yes, I took him there last Monday. He showed me one that he really liked.
  • B: I bet you had to drag him away.
  • A: He wanted to take it home right away ;-).
  • B: I wonder what he'll name it.
  • A: He said he’d name it after his dead hamster – Lemmy - he's a great Motorhead fan :-)))
• 參考摘要：A will go to the animal shelter tomorrow to get a puppy for her son. They already visited the shelter last Monday and the son chose the puppy.
• 生成摘要：A wants to get a puppy for his son. B will go with him to the animal shelter tomorrow. A will get him one of those little dogs. A took him there last Monday and he liked it a lot. A wants to name it Lemmy.

示例2

• 原文
  • Emma: I’ve just fallen in love with this advent calendar! Awesome! I wanna one for my kids!
  • Rob: I used to get one every year as a child! Loved them!
  • Emma: Yeah, i remember! they were filled with chocolates!
  • Lauren: they are different these days! much more sophisticated! Haha!
  • Rob: yeah, they can be fabric/ wooden, shop bought/ homemade, filled with various stuff
  • Emma: what do you fit inside?
  • Lauren: small toys, Christmas decorations, creative stuff, hair bands & clips, stickers, pencils & rubbers, small puzzles, sweets
  • Emma: WOW! That’s brill! X
  • Lauren: i add one more very special thing as well- little notes asking my children to do something nice for someone else
  • Rob: i like that! My sister adds notes asking her kids questions about christmas such as What did the 3 wise men bring? etc
  • Lauren: i reckon it prepares them for Christmas
  • Emma: and makes it more about traditions and being kind to other people
  • Lauren: my children get very excited every time they get one!
  • Emma: i can see why! :)
• 參考摘要：Emma and Rob love the advent calendar. Lauren fits inside calendar various items, for instance, small toys and Christmas decorations. Her children are excited whenever they get the calendar.
• 生成摘要：Emma loves the advent calendar. Rob used to get one every year as a child. Emma would like to buy one for her kids. Rob's sister asks her kids questions about Christmas. Lauren's children get very excited every time they get one.

示例3

• 原文
  • Jackie: Madison is pregnant
  • Jackie: but she doesn't wanna talk about it
  • Iggy: why
  • Jackie: I don't know why because she doesn't wanna talk about it
  • Iggy: ok
  • Jackie: I wanted to prepare you for it because people get super excited and ask lots of questions
  • Jackie: and she looked way more anxious than excited
  • Iggy: she's probably worrying about it
  • Iggy: she's taking every commitment really seriously
  • Jackie: it could be money problems or relationship problems
  • Iggy: or maybe she wants an abortion
  • Jackie: it could be all of the above
  • Iggy: but you know what?
  • Iggy: once my friend was pregnant and I couldn't bring myself to be happy about it
  • Jackie: why?
  • Iggy: I felt they were immature and I couldn't picture this couple as parents
  • Jackie: I felt similar way on Patricia's wedding
  • Iggy: Patricia Stevens?
  • Jackie: yes
  • Iggy: so we're talking about the same person
  • Jackie: what a coincidence
  • Jackie: so she's pregnant?
  • Iggy: she thought she was
  • Jackie: damn...
• 參考摘要：Madison is pregnant but she doesn't want to talk about it. Patricia Stevens got married and she thought she was pregnant.
• 生成摘要：Madison is pregnant. She doesn't want to talk about it. Iggy's friend Patricia Stevens was pregnant with Patricia Stevens and she didn't like it much. She felt they were immature and she couldn't picture them as parents.

示例4

• 原文
  • Marla: <file_photo>
  • Marla: look what I found under my bed
  • Kiki: lol
  • Tamara: is that someone's underwear?
  • Marla: it certainly isn't mine, my ass is big but it isn't huge
  • Kiki: it looks like male underwear
  • Tamara: not necessarily, maybe some butch had fun in your room while you were gone
  • Marla: ok but how can you leave your underwear after hooking up? wtf is wrong with people
  • Kiki: she or he could be too wasted to notice
  • Tamara: or maybe someone put their pants there to piss you off
  • Marla: that makes no sense
  • Marla: it's so fucking childish
  • Kiki: if it's childish then it must have been your sister's idea
  • Marla: she's 13, she doesn't have underwear that isn't pink
  • Tamara: maybe it belonged to one of your exes?
  • Kiki: she would have recognized it
  • Marla: lol we're doing total CSI investigation on one pair of boxers :D
  • Kiki: <file_gif>
  • Tamara: lol
  • Tamara: I think your sister convinced someone to put their underwear in your room as a dare
  • Marla: sounds legit
  • Kiki: Tamara, you just cracked the case!
  • Tamara: <file_gif>
  • Tamara: always happy to help
• 參考摘要：Marla found a pair of boxers under her bed.
• 生成摘要：Marla found a pair of boxers under her bed. Kiki, Tamara, Marla and Tamara are laughing at the fact that someone left their underwear under Marla's bed after hooking up. Marla is convinced that her sister convinced someone to put their underwear in her room.

示例5

• 原文
  • Robert: Hey give me the address of this music shop you mentioned before
  • Robert: I have to buy guitar cable
  • Fred: <file_other>
  • Fred: Catch it on google maps
  • Robert: thx m8
  • Fred: ur welcome
• 參考摘要：Robert wants Fred to send him the address of the music shop as he needs to buy guitar cable.
• 生成摘要：Fred gives Robert the address of the music shop where he needs to buy guitar cable. Robert can find it on google maps. Robert has to buy a guitar cable at the shop. Fred sends him a link to the address.

微調參數

{
    output_dir=str(results_path),
    evaluation_strategy="epoch",
    save_strategy="epoch",
    logging_steps=10,
    learning_rate=2e-5,
    per_device_train_batch_size=2,
    per_device_eval_batch_size=2,
    num_train_epochs=3,
    weight_decay=0.01,
    report_to="tensorboard",
    save_total_limit=3,
    load_best_model_at_end=True,
    metric_for_best_model="eval_loss",
    greater_is_better=False,
    logging_dir=str(results_path),
}

📄 許可證

本項目採用MIT許可證。