Nghiên cứu, phát triển một số phương pháp tóm tắt văn bản sử dụng kỹ thuật học sâu - 22

B.6. Bộ dữ liệu DUC 2007


Biểu đồ phân bố độ dài trung bình văn bản nguồn


Biểu đồ phân bố độ dài trung bình văn bản tóm tắt

B.7. Bộ dữ liệu Baomoi


Biểu đồ phân bố độ dài trung bình văn bản nguồn

Biểu đồ phân bố độ dài trung bình văn bản tóm tắt B 8 Bộ dữ liệu 1Biểu đồ phân bố độ dài trung bình văn bản tóm tắt B 8 Bộ dữ liệu 2

Biểu đồ phân bố độ dài trung bình văn bản tóm tắt

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B.8. Bộ dữ liệu Corpus_TMV


Biểu đồ phân bố độ dài trung bình văn bản nguồn


Biểu đồ phân bố độ dài trung bình văn bản tóm tắt

B.9. Bộ dữ liệu ViMs


Biểu đồ phân bố độ dài trung bình văn bản nguồn


Biểu đồ phân bố độ dài trung bình văn bản tóm tắt


Phụ lục C: Văn bản nguồn của các mẫu tóm tắt thử nghiệm


C.1. Văn bản nguồn của các mẫu thử nghiệm của mô hình RoPhoBERT_MLP_ESDS


Nội dung văn bản nguồn trong bộ dữ liệu CNN

Lois Lilienstein , co - star of " Sharon , Lois & Bram 's Elephant Show " - the Canadian preschool show that ran on Nickelodeon during the early 1990s - has died , aged 78 . Her son , David Lilienstein , told CBC News that his mother died in Toronto on Wednesday night from a rare form of cancer first diagnosed last October . " She knew it was happening , she was at peace with it , and she died very peacefully and not in pain , " he told the Canadian

broadcaster . Liz Smith at 92 Lilienstein was born

Chicago in 1936 and moved to Toronto in 1996 with her and her husband , Ernest . She joined Sharon Hampson

in son and

Bram Morrison to launch their singing trio in 1978 . The TV show " Sharon , Lois & Bram 's Elephant Show " ran on CBC in Canada from 1984 to 1989 , before continuing in reruns on Nickelodeon stateside until 1995 . The 30 most popular film producers in Hollywood Sally Catto , general manager , programming at CBC Television , paid tribute to Lilienstein for her contribution to Canadian kids TV . " Sharon , Lois and Bram got their start at CBC back in the ' 80s with the Elephant Show , and they went on to become icons to children all across North America through various programs and specials . Lois will be fondly remembered by her many friends at CBC , " Catto told The Hollywood Reporter . ' Ghostbusters ' budget cut The Canadian variety show was best known for songs like " Skinnamarink " and " Peanut Butter . " Lilienstein left the Sharon , Lois & Bram performance trio in 2000 . The Hollywood Reporter . All rights reserved.


Nội dung văn bản nguồn trong bộ dữ liệu Baomoi

Nhóm thanh tra viên của Cơ quan Năng lượng Nguyên tử Quốc tế ( IAEA ) ngày 18/1 đã tới thủ đô Tehran của Iran để giám sát việc thực thi thoả thuận tạm thời giữa nước này và nhóm P 5+1 . Hãng thông tấn Fars của Iran cho biết , nhóm thanh tra do kỹ sư hạt nhân Massimo Aparo dẫn đầu sẽ bắt đầu nộp báo cáo cho IAEA vào ngày 20/1 tới – thời điểm mà thoả thuận giữa Iran và P 5+1 chính thức có hiệu lực . Đại sứ Iran tại IAEA Reza Najafi trả lời họp báo tại trụ sở IAEA ở Vienna , Áo ( Ảnh AFP ) Các thanh tra sẽ thị sát hai nhà máy hạt nhân Natanz và Fordow của Iran để đảm bảo rằng nước này sẽ dừng hoạt động sản xuất uranium cấp độ 20% , đồng thời vô hiệu hoá kho uranium đã được làm giàu bằng cách pha loãng . Cùng ngày , IAEA cho biết , cơ quan này hiện cần thêm tiền tài trợ khoảng 6 triệu Euro trong vòng 6 tháng tới để có thể trang trải chi phí cho các hoạt động giám sát . Ngày 24/11/2013 , Iran và Nhóm P 5+1 ( gồm Anh , Pháp , Mỹ , Nga

, Trung Quốc và Đức ) đã đạt được một thoả thuận sơ bộ để giải quyết bế tắc trong đàm phán về chương trình hạt nhân gây tranh cãi của Iran . Theo thoả thuận trên , Iran sẽ tạm dừng một phần chương trình hạt nhân của mình để đổi lấy việc phương Tây nới lỏng các biện pháp trừng phạt kinh tế nhằm vào nước này . / . Hồng Anh / VOV-Trung tâm Tin Theo Reuters.


C.2. Văn bản nguồn của các mẫu thử nghiệm của mô hình mBERT_CNN_ESDS

Nội dung văn bản nguồn trong bộ dữ liệu CNN

Panama City, Panama (CNN) Ending a decade - long standstill in U.S. - Cuba relations, President Barack Obama met for an hour Saturday with his Cuban counterpart Raul Castro, the first time the two nations' top leaders have sat down for substantive talks in more than 50 years. The meeting in a small conference room on the sidelines of the Summit of the Americas came as the two countries work to end the Cold War enmity that had led to a total freeze of diplomatic ties. And while both leaders proclaimed progress had been made, a key stumbling block -- Cuba's place on the U.S. list of countries that sponsor t unresolved. "This is obviously an historic meeting, "Obama said at the beginning of his session with Castro, claiming that decades of strain had done little to benefit either Cubans or citizens of the nited States. "It was time for us to try something new," he said. "We are now in a position to move on a path toward the future. "Castro, who earlier in the day said he trusted Obama, acknowledged there would be difficult stumbling blocks as his nation works to repair ties with the United States. But he said those differences could be surmounted. "We are willing to discuss everything, but we need to be patient, very patient," Castro said. "We might disagree on something today on which we could agree tomorrow. "Speaking to reporters after his session with Castro, Obama said the meeting was "candid and fruitful" and could prove to be a "turning point" in his push to defrost ties with Cuba. But he said he hadn't yet decided whether to remove Cuba's designation as a state sponsor of terror, an outcome that had previously been expected during the summit. The State Department provided Obama with a review of the terror status this week. "I want to make sure I have a chance to read it, study it before we announce publicly what the policy outcome is going to be," Obama said. "But in terms of the overall direction of Cuba policy, I think there is a strong majority both in the United States and in Cuba that says our ability to engage, to open up commerce and travel and people to people exchanges is ultimately going to be good for Cuban people. "On Friday night, Obama and Castro greeted each other courteously amid an explosion of camera flashes, shaking hands before dining at the inaugural session of the conference. The two sat at the same table but not directly next to one another. Before Obama arrived in Panama on Wednesday, he spoke with Castro by phone, laying the groundwork for what will become a new era of relations between the neighboring countries. "The Cold War has been over for a long time, "Obama said during opening remarks at the summit Saturday. "I'm not interested in having battles, frankly, that began before I was born. "That exhortation, however, seemed to be lost on Castro himself, who expanded

what was meant to be a six - minute speech into a 50 - minute address lecturing leaders on Cuba's revolution and giving a litany of perceived grievances to Cuba over the past 50 years. But he distinguished Obama from past American presidents, saying he respected Obama's move toward reconciliation. "In my opinion, President Obama in an honest man, "Castro said through an interpreter. "I admire him, and I think his behavior has a lot to do with his humble background. " .S. administration official said Castro’s long list of grievances was expected, despite the move toward diplomatic ties. "(What’s) unique and new is what he said about the president, "the official said of Castro’s praise for Obama. Obama announced in December that he was seeking to renew diplomatic relations with Cuba after half a century of strife, including eventually opening embassies in Washington and Havana. Obama set to test engagement doctrine with Cuba in Panama His meeting with Castro on Saturday isn’t being billed as a formal bilateral session, but Obama’s aides are still characterizing the event as the highest - level engagement with the Cuban government since then - Vice President Richard Nixon met with Fidel Castro in 1959. "We’re in new territory here, "Ben Rhodes, Obama’s deputy national security adviser, said Friday. "The reason we’re here is because the President strongly believes that an approach that was focused entirely on isolation, focused entirely on seeking to cut off the Cuban people from the United States of America had failed. "The overtures to Cuba have not been universally popular in the United States; some lawmakers were irate that Obama was seeking to engage what they regard as a corrupt government. "A recommendation to remove Cuba from the list of State Sponsors of Terrorism would represent another significant misstep in a misguided policy, "Sen. Bob Menendez, a Democrat who used to the chair the Foreign Relations Committee, wrote in a statement last week. In Latin America, however, Obama was receiving a warm welcome after announcing he was seeking to engage Havana in talks over reopening embassies and removing barriers to commerce and travel. 9 things you wanted to ask about the Cuban embargo He noted to applause during a session Friday that this was the first summit with Cuba in attendance. And he’s cast the decision to reopen the .S. relationship with Cuba as beneficial to the entire hemisphere, which has also embraced his immigration executive action. But even as Obama landed in Panama, the longstanding gulfs between the two countries ' governments were on display. Dissidents opposed to Castro’s regime were violently accosted this week by supporters of the Cuban government, a scuffle the White House said was unacceptable. "As we move toward the process of normalization, we’ll have our differences, government to government, with Cuba on many issues -- just as we differ at times with other nations within the Americas, just as we

differ with our closest allies," Obama said at a meeting of civil society leaders Friday. "There’s nothing wrong with that." "But I 'm here to say that when we do speak out, we’re going to do so because the nited States of America does believe, and will always stand for, a certain set of universal values, "he said. The long history between the

U.S. and Cuba Obama closed out his time in Panama with a news conference where he covered topics ranging from Hillary Clinton’s expected presidential announcement to his framework deal with Iran on its nuclear program. The President had pointed criticism for Sen. John McCain, R - Arizona. Earlier this week, McCain accused Secretary of State John Kerry of intentionally mischaracterizing what the sides had agreed to in the Iran nuclear deal. "John Kerry is delusional, "McCain said on the Hugh Hewitt show, a conservative talk radio program, adding that the view from the Supreme Leader of Iran of the provisions agreed to" is probably right, " rather than what the United States maintains are the agreed provisions. While discussing the Iran agreement Saturday, Obama brought up those remarks without being asked. "When I hear someone like Sen. McCain recently suggest that our secretary of state, John Kerry, who served in the United States Senate, (is) a Vietnam veteran, who’s provided exemplary service to this nation, is somehow less trustworthy of the interpretation of what’s in a political agreement than the Supreme Leader of Iran, that’s an indication of the degree to which partisanship has crossed all boundaries," he said at the news conference. After the President’s remarks, McCain tweeted "So Pres. Obama goes to # Panama, meets with Castro and attacks me - I 'm sure Raul is pleased." As for his 2008 Democratic rival, Obama said, "If she decides to run, if she makes an announcement, she’s going to have some strong messages to deliver," he said.

Nội dung văn bản nguồn trong bộ dữ liệu Baomoi

Vụ tai nạn nói trên xảy ra vào khoảng 23h15 ngày 19/1, tại cầu Bến Thuỷ, trên Quốc lộ 1A. Theo đó, vào khoảng thời gian trên, khi chiếc xe con mang BKS: 37 A-048. 45 đang điều khiển xe lưu thông theo hướng Bắc - Nam bất ngờ lao lên dải phân cách làn đường ô tô và xe máy. Hiện trường vụ tai nạn. Sau cú đâm mạnh, đầu chiếc xe con bị hư hỏng, toàn bộ chiếc xe con bị nằm gác trên dải phân cách đường. Những người ngồi trên chiếc xe con này đã không có ai bị thương. Do buồn ngủ, thay vì đi sang làn đường cho ô tô, chiếc xe con này chọn con đường riêng bằng cách leo lên dãi phân cách. Ngay sau khi vụ tai nạn xảy ra, chủ xe đã tiến hành gọi cứu hộ giao thông đến để giải cứu chiếc xe này. Tuy nhiên, phải mất gần giờ đồng hồ sau, chiếc xe này mới tách ra khỏi dải phân cách. Sau khi "lỡ" leo lên dải phân cách, đầu của chiếc xe đã bị hư hỏng nặng. Vụ tai nạn xảy ra ngay trên đầu cầu nên

đã khiến giao thông qua đây bị hỗn loạn. Các nhân viên của trạm soát vé cầu Bến Thuỷ đã phải ra điều tiết giao thông, tránh ùn tắc nghiêm trọng trên tuyến đường. Sau khi bị tai nạn, chủ xe đã gọi điện nhờ xe cứu hộ đến để giải quyết vụ việc.


C.3. Văn bản nguồn của các mẫu thử nghiệm của mô hình mBERT- Tiny_sep2seq_DeepQL_ASDS


Nội dung văn bản nguồn trong bộ dữ liệu CNN

Duhok , Iraqi Kurdistan ( CNN ) The children laugh and shriek , as some of them seem to always have the capacity to do no matter how depressing the circumstances . Their bright clothes provide splashes of color against the otherwise drab monotone white of the endless rows of tents . A small group plays with rocks , replacements for the toys they left behind when they fled , while others clamber through a jagged tear in the wire fence surrounding the refugee camp . The Shariya refugee camp opened around six months ago , made up of some 4,000 tents and counting . Thousands of Yazidis now call this corner of Iraqi Kurdistan home , about 18 miles ( 30 kilometers ) from one of the front lines with ISIS , where one can hear the occasional reverberation in the distance of what we are told are airstrikes . The vast majority of the camp 's occupants are from the town of Sinjar , which is near the border with Syrian Kurdistan , and fled the ISIS assault there back in August . But not everyone escaped . ISIS took thousands of Yazidis captive . The fighters separated the young women and girls , some as young as 8 years old , to be sold as slaves , for their " masters " to use as concubines . Men faced a choice : Convert to Islam or be shot . Mahmoud was out running errands when ISIS fighters arrived , taking his wife , Ahlam

, their three children -- the youngest of which was just a month old -- and his elderly parents . " They took our phones , jewelry , money , " Ahlam recalls . " They had guns

. They forced us at gunpoint into big trailer trucks . " They were taken to a school turned prison in Tal Afar . From there , the family was moved from village to village -- and at one stage taken to Mosul . " They wrote everyone 's name down and they asked where we want to work , in the fields , as cleaners or as herders , " she says . Ahlam and her family chose to herd goats . They were then taken to a Shia village whose residents had fled , where they were part of a group of around 40 living in one house . In the home , Ahlam found a cell phone left behind by its former occupants and called her husband . " I said we are alive but we are prisoners . " Ahlam 's husband , who up until that moment had lost the will to live , thinking his family was dead , says he cried out of happiness despite his pain . Ahlam

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