id
int32
0
15.3k
tokens
sequence
ner_tags
sequence
0
[ "২০১৮", "এর", "সেরা", "(বর্ণানুক্রমিকভাবে", "তালিকাভুক্ত,", "র‍্যাঙ্ক", "করা", "হয়নি),", "এনপিআর" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 5 ]
1
[ "১৮২৫", "সালে,", "তিনি", "বোটানিক্যাল", "গার্ডেনের", "কিউরেটর", "হয়েছিলেন", "হার্ভার্ড", "বিশ্ববিদ্যালয়", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 7, 8, 0 ]
2
[ "তিনি", "মার্কো", "মারুলি", "লেখকের", "সহযোগী", "ছিলেন", "বলেও", "জানা", "যায়।" ]
[ 0, 1, 2, 0, 0, 0, 0, 0, 0 ]
3
[ "যে", "দলটি", "পরবর্তীতে", "এমজি", "মোটর", "থেকে", "প্রস্তুতকারকের", "সহায়তা", "গ্রহণ", "করে,", "২০১", "২০১৮", "সালে", "ট্রেডিং", "বন্ধ", "করে", "দেয়।" ]
[ 0, 0, 0, 5, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
4
[ "এস্টেটে", "দুটি", "ঘর", "এবং", "একটি", "উদ্ভিদ", "উদ্যান", "রয়েছে।" ]
[ 0, 0, 0, 0, 0, 7, 8, 0 ]
5
[ "১৯৬১", "সালে,", "তিনি", "এডলফ", "আইখম্যান", "এর", "বিচারে", "সাক্ষ্য", "দেন।" ]
[ 0, 0, 0, 1, 2, 0, 0, 0, 0 ]
6
[ "এটি", "জিয়ান", "লুইগি", "রন্ডি", "পরিচালিত", "শেষ", "সংস্করণ", "ছিল।" ]
[ 0, 1, 2, 2, 0, 0, 0, 0 ]
7
[ "এটি", "১৯৩৮", "সালে", "স্টিফান", "ভন", "ব্রুনিং", "দ্বারা", "বর্ণনা", "করা", "হয়েছিল।" ]
[ 0, 0, 0, 1, 2, 2, 0, 0, 0, 0 ]
8
[ "স্টেশনটি", "১৯৮৫", "সালের", "মুভি", "স্বর্গীয়", "শিশু", "এ", "প্রদর্শিত", "হয়েছিল।" ]
[ 0, 0, 0, 0, 11, 12, 0, 0, 0 ]
9
[ "সিনেমায়", "গানটির", "বৈশিষ্ট্য", "রয়েছে", "রাস্তা", "যাত্রা", "।" ]
[ 0, 0, 0, 0, 11, 12, 0 ]
10
[ "স্টেশনটির", "মালিক", "টাউনস্কেয়ার", "মিডিয়া", "।" ]
[ 0, 0, 5, 6, 0 ]
11
[ "আরও", "জনপ্রিয়তা", "ছিল", "হেনরিচ", "ডুমৌলিন", "এর", "লেখার", "কারণে।" ]
[ 0, 0, 0, 1, 2, 0, 0, 0 ]
12
[ "গালাতাসারে", "সেমিফাইনালে", "লিডস", "ইউনাইটেড", "ফুটবল", "ক্লাব", "এর", "বিপক্ষে", "ছিল।" ]
[ 0, 0, 7, 8, 8, 8, 0, 0, 0 ]
13
[ "এটি", "জাজ", "মাল্টিমিডিয়া", "দ্বারা", "বিতরণ", "করা", "হয়।" ]
[ 0, 5, 6, 0, 0, 0, 0 ]
14
[ "এটি", "৭.৮", "/", "১০", "গড়", "স্কোর", "সহ", "৪৬", "টি", "পর্যালোচনা", "থেকে", "পর্যালোচনা", "সমষ্টিগত", "ওয়েবসাইট", "রটেন", "টম্যাটোস", "তে", "৯৮", "%", "রেটিং", "পেয়েছে।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 6, 0, 0, 0, 0, 0 ]
15
[ "প্রায়", "১৯৭৩", "সাল", "থেকে", "এটি", "রেস্তোরাঁ", "হিসাবে", "ব্যবহৃত", "হচ্ছে;", "এর", "আগে", "এটি", "ছিল", "একটি", "প্রাচীন", "জিনিসের", "দোকান।" ]
[ 0, 0, 0, 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
16
[ "তিনি", "ছোটবেলায়", "সঙ্গীত", "তৈরি", "শুরু", "করেন", "এবং", "১৯৯২", "সালে", "একটি", "অ্যামিগা", "৫০০", "কিনেছিলেন।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 10, 0 ]
17
[ "এটি", "বিশ", "ইন্ডিয়ান", "ইনস্টিটিউটস", "অব", "ম্যানেজমেন্ট", "এর", "মধ্যে", "একটি।" ]
[ 0, 0, 7, 8, 8, 8, 0, 0, 0 ]
18
[ "তিনি", "অভিনেত্রী", "মিনি", "ড্রাইভার", "এর", "সাথে", "সংক্ষিপ্তভাবে", "যুক্ত", "ছিলেন।" ]
[ 0, 0, 1, 2, 0, 0, 0, 0, 0 ]
19
[ "তিনি", "পুয়ের্তো", "রিকো", "বিশ্ববিদ্যালয়,", "রিও", "পিড্রাস", "ক্যাম্পাস", "এ", "ইতিহাসের", "অধ্যাপক", "ছিলেন,", "১৯৭২", "থেকে", "২০১৭", "সালে", "তাঁর", "মৃত্যু", "পর্যন্ত।" ]
[ 0, 7, 8, 8, 8, 8, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
20
[ "ক্যাডিল্যাক", "মডেল", "ডি", "-", "১০০", "হুইলবেস", "চারটি", "সিলিন্ডার", "ইঞ্জিনে" ]
[ 9, 10, 10, 0, 0, 0, 0, 0, 0 ]
21
[ "এই", "দ্বিতীয়বার", "নটিংহ্যাম", "ফরেস্ট", "ফুটবল", "ক্লাব", "পরের", "মৌসুমে", "ট্রফি", "জিতেছিল,", "এর", "আগে", "১৯৭৮", "এবং", "১৯৭৯", "সালে", "জিতেছিল।" ]
[ 0, 0, 7, 8, 8, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
22
[ "তিনি", "সেই", "দুর্দান্ত", "নাটকীয়", "উপাদানগুলি", "পেয়েছেন", "যা", "তিনি", "সম্প্রতি", "রামপার্ট", "এ", "দেখিয়েছেন,", "এবং", "তিনি", "সর্বদা", "একজন", "দুর্দান্ত", "কৌতুক", "অভিনেতা।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
23
[ "রাউল", "ডি", "ক্যামব্রাই", "(১২", "শতকের", "শেষের", "দিকে)" ]
[ 11, 12, 12, 0, 0, 0, 0 ]
24
[ "কাল্পনিক", "বিমান", "চালনা", "-", "ফ্লাইট", "সিমুলেটরগুলির", "রেফারেন্স", "রয়েছে" ]
[ 11, 12, 12, 0, 0, 0, 0, 0 ]
25
[ "সেই", "সময়ে,", "এটি", "চট্টগ্রাম", "এর", "৫৫৫", "কিমি", "(৩৪৫", "মাইল)", "দক্ষিণ", "-পূর্ব", "দিকে", "অবস্থিত", "ছিল।" ]
[ 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
26
[ "একটি", "এক্সবক্স", "সংস্করণ", "প্রাথমিকভাবে", "পরিকল্পনা", "করা", "হয়েছিল,", "কিন্তু", "পরে", "বাতিল", "করা", "হয়েছিল।" ]
[ 0, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
27
[ "২০১৮", "সালে,", "আটটি", "সংস্থার", "অংশগ্রহণে", "পিপলস", "ব্যাংক", "অব", "চায়না", "এর", "অধীনে", "এই", "প্রচেষ্টাগুলি", "কেন্দ্রীভূত", "হয়েছিল।" ]
[ 0, 0, 0, 0, 0, 5, 6, 6, 6, 0, 0, 0, 0, 0, 0 ]
28
[ "তিনি", "বেশ", "কয়েকটি", "নির্বাক", "চলচ্চিত্র", "নির্দেশনাও", "দিয়েছিলেন।" ]
[ 0, 0, 0, 11, 12, 0, 0 ]
29
[ "এছাড়াও", "দক্ষিণে", "অবস্থিত", "ভ্যানকুভার", ",", "যা", "গ্রামের", "দক্ষিণে", "অবস্থিত।" ]
[ 0, 0, 0, 3, 0, 0, 0, 0, 0 ]
30
[ "স্ট্যাপলটনকে", "বরখাস্ত", "করা", "হয়েছিল", "এবং", "তার", "পরিবর্তে", "লেনি", "লরেন্স", "ছিল।" ]
[ 0, 0, 0, 0, 0, 0, 0, 1, 2, 0 ]
31
[ "জ্যাকি", "গ্রীন", "-", "গায়ক,", "গীতিকার,", "ব্লুজ", "গিটারিস্ট" ]
[ 1, 2, 0, 0, 0, 0, 0 ]
32
[ "এর", "সাফল্যের", "কারণে", "এটি", "আইওএস", "এ", "পোর্ট", "করা", "হয়েছিল।" ]
[ 0, 0, 0, 0, 11, 0, 0, 0, 0 ]
33
[ "জান", "রুবেš", "-", "অপেরা", "গায়ক", "এবং", "অভিনেতা" ]
[ 1, 2, 0, 0, 0, 0, 0 ]
34
[ "ডেভিড", "ক্যাম্পবেল", "-", "স্ট্রিং", "(৪,", "৭,", "৯)" ]
[ 1, 2, 0, 0, 0, 0, 0 ]
35
[ "ব্রেট", "ফ্যাভ্রে", ",", "প্রাক্তন", "পেশাদার", "ফুটবল", "খেলোয়াড়" ]
[ 1, 2, 0, 0, 0, 0, 0 ]
36
[ "এই", "টানেলগুলি", "বায়ুচলাচল", "এবং", "অন্যান্য", "প্রাসাদ,", "সরকারি", "সুযোগ", "-সুবিধা", "এবং", "বাগদাদ", "আন্তর্জাতিক", "বিমানবন্দর", "এ", "প্রবেশাধিকার", "প্রদান", "করে।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 4, 4, 0, 0, 0, 0 ]
37
[ "বিমানবন্দরটি", "এভিয়ানকা", "ছাড়া", "দেশের", "সকল", "এয়ারলাইন্সের", "জন্য", "উন্মুক্ত", "থাকবে।" ]
[ 0, 5, 0, 0, 0, 0, 0, 0, 0 ]
38
[ "ডাকেসি", ",", "সিরিজের", "প্রথম", "খেলা" ]
[ 11, 0, 0, 0, 0 ]
39
[ "এছাড়াও,", "তিনি", "পশ্চিমা", "লাইবেরিয়া", "এর", "প্রথম", "মানচিত্র", "তৈরিতে", "অংশ", "নিয়েছিলেন।" ]
[ 0, 0, 0, 3, 0, 0, 0, 0, 0, 0 ]
40
[ "তিনি", "জাতীয়", "ফ্যাসিস্ট", "পার্টি", "এর", "তীব্র", "নিন্দা", "করেছেন।" ]
[ 0, 7, 8, 8, 0, 0, 0, 0 ]
41
[ "তারা", "ম্যান", "ডিজেল", "এসই", "এর", "লাইসেন্সের", "অধীনে", "ইঞ্জিনও", "তৈরি", "করে।" ]
[ 0, 5, 6, 6, 0, 0, 0, 0, 0, 0 ]
42
[ "তিনি", "এটি", "তার", "ইংল্যান্ডের", "আইনের", "ভাষ্য", "এর", "তৃতীয়", "খণ্ডে", "গ্রহণ", "করেছিলেন,", "যা", "১৬৮", "সালে", "প্রকাশিত", "হয়েছিল।" ]
[ 0, 0, 0, 11, 12, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
43
[ "১৯৭৪", "সালে", "তাকে", "মার্কিন", "যুক্তরাষ্ট্র", "হকি", "হল", "অফ", "ফেম", "এ", "অন্তর্ভুক্ত", "করা", "হয়েছিল।" ]
[ 0, 0, 0, 3, 4, 4, 4, 4, 4, 0, 0, 0, 0 ]
44
[ "আরো", "বা", "একটি", "প্রত্যয়", "যোগ", "অনুরূপ", "আন্দোলন", "দ্বারা", "নির্দেশ", "করা", "যেতে", "পারে", "অথবা", "একটি", "রাবার", "ব্ন্ধনী" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 10 ]
45
[ "দলগুলিকে", "প্রথমে", "কামিগিন", "দ্বীপে", "ফেরি", "নিতে", "হয়েছিল।" ]
[ 0, 0, 3, 0, 0, 0, 0 ]
46
[ "২০০৩", "সালের", "চলচ্চিত্র", "এলফ", "এর", "একটি", "স্টপ", "মোশন", "রিটেলিং।" ]
[ 0, 0, 0, 11, 0, 0, 0, 0, 0 ]
47
[ "১৯৯০", "এর", "দশকে", "ফোর্ড", "ট্রানজিট", "চালু", "করা", "হয়েছিল।" ]
[ 0, 0, 0, 9, 10, 0, 0, 0 ]
48
[ "পাঁচ", "বছর", "বয়সে", "তার", "পরিবার", "ফোর্ট", "ওয়ার্থ", "এ", "চলে", "আসে।" ]
[ 0, 0, 0, 0, 0, 3, 4, 0, 0, 0 ]
49
[ "এটি", "১৯৭০", "সালে", "রেকর্ড", "করা", "হয়েছিল", "এবং", "প্রতিপত্তি", "লেবেলে", "প্রকাশিত", "হয়েছিল।" ]
[ 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0 ]
50
[ "২০১১", "সালে", "আইনডুভেন", "এ", "একটি", "নতুন", "সাইট", "প্রতিষ্ঠিত", "হয়।" ]
[ 0, 0, 3, 0, 0, 0, 0, 0, 0 ]
51
[ "এরপর", "তিনি", "ওয়াটাারভিল", "এ", "চলে", "যান।" ]
[ 0, 0, 3, 0, 0, 0 ]
52
[ "ক্রেতার", "পক্ষে", "এটা", "প্রকাশ", "না", "করা", "যে", "এটি", "অর্জিত", "জনসংযোগ", "বজায়", "রাখার", "আশায়", "ছোট", "কোম্পানির", "মালিক।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 0, 0, 0, 0, 0, 0 ]
53
[ "মূল", "শৈলী", "হুগো", "প্র্যাট", "এর", "অনুরূপ", "ছিল,", "কিন্তু", "ধীরে", "ধীরে", "তার", "নিজস্ব", "একটি", "শৈলীতে", "পরিণত", "হয়েছে।" ]
[ 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
54
[ "পিটার", "জে", "বোলার", "এটিকে", "বিবর্তনবাদের", "অবস্থা", "সম্পর্কে", "একটি", "গুরুত্বপূর্ণ", "এবং", "বিতর্কিত", "বই", "হিসেবে", "বর্ণনা", "করেছেন।" ]
[ 1, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
55
[ "তার", "ভাই", "ফ্রাঙ্ক", "ইয়াবলানস", "ছিলেন", "একজন", "প্রযোজক।" ]
[ 0, 0, 1, 2, 0, 0, 0 ]
56
[ "৪১৬", "৭৬৪,", "৪১৬", "৪৪৬", "এবং", "৪১৬", "৯৩৫", "সাধারণত", "রজার্স", "কমিউনিকেশনস", "অফিসের", "সাথে", "সম্পর্কিত।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 5, 6, 0, 0, 0 ]
57
[ "আব্দুল", "হালিম", "হাফিজ", ",", "জনপ্রিয়", "গায়ক", "ও", "অভিনেতা" ]
[ 1, 2, 2, 0, 0, 0, 0, 0 ]
58
[ "সেখানে", "তার", "প্রাথমিক", "প্রশিক্ষক", "ছিলেন", "জিওভান্নি", "বাতিস্তা", "কাসানোভা", "।" ]
[ 0, 0, 0, 0, 0, 1, 2, 2, 0 ]
59
[ "তিনি", "প্রথম", "ডেমোক্রেটিক", "পার্টি", "যিনি", "১৯৬৯", "সালে", "গঠিত", "হওয়ার", "পর", "থেকে", "জেলাটির", "সেবা", "করেন।" ]
[ 0, 0, 7, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
60
[ "১৯৯৮", "থেকে", "২০০২", "পর্যন্ত", "তিনি", "এরিক", "প্রিন্স", "আর্থিক", "পোর্টফোলিও", "পরিচালনা", "করেন।" ]
[ 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0 ]
61
[ "সেই", "মৌসুমে,", "তার", "৫৭", "টি", "উপস্থিতি", "আমেরিকান", "লীগ", "এ", "তৃতীয়", "স্থান", "পেয়েছে।" ]
[ 0, 0, 0, 0, 0, 0, 7, 8, 0, 0, 0, 0 ]
62
[ "লরেন্স", "স্ট্রিট", "বলেছেন", "যে,", "ট্যাঙ্কার", "ক্রয়কে", "পরিচালকদের", "যুক্তির", "প্রধান", "উদ্দেশ্য", "ছিল", "'অবাস্তব", "এবং", "অবিশ্বাস্য'।" ]
[ 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
63
[ "একটি", "পরামর্শমূলক,", "কিন্তু", "বিল", "পাস", "না,", "খলিফা", "নির্বাচন", "বা", "জনপ্রিয়ভাবে", "নির্বাচিত", "শুরা,", "কঠোর", "আফগানিস্তান", "ইসলামী", "আমিরাত", "বর্ণিত", "স্বয়ং", "দ্বারা", "গৃহীত", "হয়েছিল।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 4, 4, 0, 0, 0, 0, 0 ]
64
[ "প্রতিটি", "মোডের", "মাধ্যমে", "অগ্রগতি", "প্রায়ই", "ডট-ম্যাট্রিক্স", "ডিসপ্লে", "অ্যানিমেশন", "এবং", "শব্দ", "দ্বারা", "হয়।" ]
[ 0, 0, 0, 0, 0, 9, 10, 0, 0, 0, 0, 0 ]
65
[ "উচ্চ", "তাপমাত্রায়", "অ্যালুমিনিয়াম", "পাউডার", "ব্যবহার", "করে", "সংশ্লিষ্ট", "ডায়োন", "থেকে", "১,", "৪", "থিয়াজিন", "প্রস্তুত", "করা", "যায়।" ]
[ 0, 0, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
66
[ "ডেভ", "লোগান", "(১৯৫৪),", "প্রশস্ত", "রিসিভার,", "কোচ,", "রেডিও", "এবং", "টেলিভিশন", "হোস্ট" ]
[ 1, 2, 0, 0, 0, 0, 0, 0, 0, 0 ]
67
[ "পাল্প", "অফিসিয়াল", "ওয়েবসাইট", "(নিষ্ক্রিয়,", "ইন্টারনেট", "আর্কাইভ", "এর", "মাধ্যমে", "লিঙ্ক)" ]
[ 0, 0, 0, 0, 7, 8, 0, 0, 0 ]
68
[ "পুরস্কারপ্রাপ্তদের", "এই", "তালিকা", "নাইসমিথ", "মেমোরিয়াল", "বাস্কেটবল", "হল", "অফ", "ফেম", "এর", "ওয়েবসাইট", "থেকে", "নেওয়া", "হয়েছে।" ]
[ 0, 0, 0, 7, 8, 8, 8, 8, 8, 0, 0, 0, 0, 0 ]
69
[ "আরাকি", "বলেছিলেন", "যে", "সোনালী", "বাতাস", "এর", "মূল", "লক্ষ্য", "ছিল", "সুন্দর", "পুরুষদের", "আঁকা,", "যারা", "কেবল", "এমন", "একটি", "পৃথিবীতে", "থাকতে", "পারে", "যেখানে", "একজনের", "শাস্তি", "পূরণের", "সৌন্দর্য", "আছে।" ]
[ 0, 0, 0, 11, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
70
[ "ভিডিওতে", "দেখা", "যাচ্ছে", "কথিত", "টপলেস", "রাজকুমারী,", "একজন", "প্রাক্তন", "পরিচারিকা,", "একটি", "ছোট", "জি-স্ট্রিং", "দেখায়", "যখন", "সে", "তার", "পোষা", "কুকুর", "কেককে", "তার", "জন্মদিন", "উদযাপন", "করার", "জন্য", "খাওয়ায়।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
71
[ "টিমের", "ইয়ামাহা", "মোটর", "কোম্পানি", "ইঞ্জিনটি", "ক্ষমতাহীন", "ছিল", "এবং", "গাড়িটি", "অবিশ্বস্ত", "ছিল।" ]
[ 0, 5, 6, 6, 0, 0, 0, 0, 0, 0, 0 ]
72
[ "৫", "টি", "সমালোচকের", "পর্যালোচনার", "উপর", "ভিত্তি", "করে", "বর্তমানে", "প্রথম", "সিজনে", "রটেন", "টম্যাটোস", "এর", "১০০", "%", "অনুমোদন", "রেটিং", "রয়েছে।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 6, 0, 0, 0, 0, 0, 0 ]
73
[ "এটি", "খুব", "পাতলা", "করে", "কাটা", "হয়;", "এটি", "কেবল", "জলপাই", "তেল", ",", "অথবা", "টমেটোর", "টুকরো,", "অথবা", "সিদ্ধ", "মটরশুটি", "এবং", "পেঁয়াজ", "দিয়ে", "পরিবেশন", "করা", "যেতে", "পারে।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 9, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
74
[ "জেপি", "মর্গান", "চেস", "চুক্তির", "জন্য", "অর্থায়ন", "প্রদান", "করছে।" ]
[ 5, 6, 6, 0, 0, 0, 0, 0 ]
75
[ "মারিয়েল", ",", "একটি", "পৌরসভা", "ও", "শহর" ]
[ 3, 0, 0, 0, 0, 0 ]
76
[ "জুন", "১০", "-", "ট্রিস্টিন", "মে", ",", "অভিনেত্রী", "এবং", "গায়ক" ]
[ 0, 0, 0, 1, 2, 0, 0, 0, 0 ]
77
[ "২০১", "২০১৩", "সালে", "তিনি", "কারি", "ফক্স", "এর", "জন্য", "উৎপাদন", "শুরু", "করেন।" ]
[ 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0 ]
78
[ "গিল্ডেন", "১৯৯৮", "সাল", "থেকে", "ম্যাগনাম", "ফটো", "এর", "সদস্য।" ]
[ 0, 0, 0, 0, 5, 6, 0, 0 ]
79
[ "একটি", "স্থানীয়", "কাঠ", "কাটার", "একটি", "প্রবাহ", "আবিষ্কার", "করেছে", "যা", "সূক্ষ্ম", "সাকে", "দিয়ে", "চলছিল।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 0, 0 ]
80
[ "অভিনেতা", "অ্যালান", "রিকমান", "আঠারো", "বছর", "বয়স", "পর্যন্ত", "তার", "কর্মজীবন", "শুরু", "করেননি,", "তার", "আগে", "একটি", "গ্রাফিক", "ডিজাইন", "কোম্পানি", "পরিচালনা", "করেছিলেন।" ]
[ 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
81
[ "তাদের", "শূন্যপদ", "এয়ারট্রান", "এয়ারওয়েজ", "এর", "জন্যও", "জায়গা", "করে", "নিয়েছে।" ]
[ 0, 0, 5, 6, 0, 0, 0, 0, 0 ]
82
[ "জন", "ডান", "আরেকজন", "কবি", "তাঁর", "প্রেমের", "কবিতার", "জন্য", "বিখ্যাত।" ]
[ 1, 2, 0, 0, 0, 0, 0, 0, 0 ]
83
[ "ফাইনালে", "জোজেফ", "কোভালিক", "৬", "-", "২,", "৩", "-", "৬,", "৬", "-", "৩", "কে", "পরাজিত", "করে", "শিরোপা", "জিতেছেন", "হ্যানফম্যান।" ]
[ 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
84
[ "একই", "বছর,", "তাকে", "ইউএসএসআর", "এর", "শিল্পী", "ইউনিয়ন", "এর", "প্রার্থী", "হিসেবে", "গ্রহণ", "করা", "হয়েছিল,", "যেখানে", "তিনি", "১৯৬৮", "সালে", "পূর্ণ", "সদস্য", "হিসেবে", "ভর্তি", "হন।" ]
[ 0, 0, 0, 7, 8, 8, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
85
[ "১৮৮১", "সালের", "গ্রীষ্মে", "যখন", "তিনি", "সোরেন্টো", "এ", "গিয়েছিলেন,", "তখন", "তিনি", "তার", "উপর", "কঠোর", "পরিশ্রম", "করেছিলেন।" ]
[ 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
86
[ "১৮৯৮", "সালে", "তার", "উত্তরসূরি", "জোসেফ", "জেম্প", "সবচেয়ে", "গুরুত্বপূর্ণ", "বেসরকারি", "রেলপথ", "জাতীয়করণ", "করেন।" ]
[ 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0 ]
87
[ "২০১", "২০১৪", "সালে", "এয়ারলাইনের", "নাম", "পরিবর্তন", "করা", "হয়েছিল", "দূত", "বায়ু", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 5, 6, 0 ]
88
[ "এয়ারহেডগুলি", "লম্বা", "স্ট্রিপ", "তৈরি", "করে", "তৈরি", "করা", "হয়,", "যেমন", "প্লে-ডো", "।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 0 ]
89
[ "মূল", "অ্যালবামটি", "১৯৬৪", "সালে", "রেকর্ড", "করা", "হয়েছিল", "এবং", "১৯৬৫", "সালের", "প্রথম", "দিকে", "প্রতিপত্তি", "জারি", "করেছিল।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 0, 0 ]
90
[ "ফ্রাঙ্কোইস", "চারেক", ",", "৬০,", "ট্রেড", "ইউনিয়নিস্ট", "(লিউকেমিয়া)" ]
[ 1, 2, 0, 0, 0, 0, 0 ]
91
[ "১৯১৫", "সালে", "রাভেল", "তার", "প্রথম", "ট্রয়েস", "চ্যানসন", "(রাভেল)", "কে", "প্রথম", "উৎসর্গ", "করেছিলেন।" ]
[ 0, 0, 0, 0, 0, 11, 12, 12, 0, 0, 0, 0 ]
92
[ "নিরাময়কারী", "শামানকে", "অবশ্যই", "শিকারের", "শরীরে", "দাগগুলি", "দৃশ্যমান", "করতে", "আয়াওয়াস্কা", "ধারণ", "করতে", "হবে।" ]
[ 0, 0, 0, 0, 0, 0, 0, 0, 9, 0, 0, 0 ]
93
[ "লোভাট", "এবং", "তার", "ছেলেকে", "পরে", "বিউলি", "প্রাইরি", "এ", "দাফন", "করা", "হয়।" ]
[ 0, 0, 0, 0, 0, 7, 8, 0, 0, 0, 0 ]
94
[ "তার", "বড়", "ভাই", "কুইবেক", "জুনিয়র", "এএএ", "হকি", "লীগ", "এ", "হকি", "খেলতেন।" ]
[ 0, 0, 0, 7, 8, 8, 8, 8, 0, 0, 0 ]
95
[ "১৯৮৯", "সালে", "তিনি", "তার", "পরিবারের", "সাথে", "বামবার্গ", "চলে", "যান।" ]
[ 0, 0, 0, 0, 0, 0, 3, 0, 0 ]
96
[ "১৯৬৩", "সালে", "প্রতিষ্ঠিত,", "বর্তমান", "ভবনটি", "২০০৪", "সালে", "ওরেগন", "রুট", "১৪১", "খোলা", "হয়েছিল।" ]
[ 0, 0, 0, 0, 0, 0, 0, 3, 4, 4, 0, 0 ]
97
[ "রেস্টুরেন্ট", "ব্যবস্থাপনা", "হল", "একটি", "রেস্তোরাঁ", "পরিচালনার", "পেশা।" ]
[ 0, 0, 0, 0, 5, 0, 0 ]
98
[ "চিত্রলেখা", "অভিনেতা", "ভারত", "ভূষণ", "এর", "অভিষেক", "হয়েছিল,", "যদিও", "একটি", "ছোট", "চরিত্রে।" ]
[ 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0 ]
99
[ "করে", "বাদ্যযন্ত্রের", "থিম", "এবং", "চলচ্চিত্রের", "জন্য", "প্রদান", "করেছে।" ]
[ 7, 0, 0, 0, 0, 0, 0, 0 ]

Multilingual Complex Named Entity Recognition (MultiCoNER)

Dataset Summary

MultiCoNER (version 1) is a large multilingual dataset for Named Entity Recognition that covers 3 domains (Wiki sentences, questions, and search queries) across 11 languages, as well as multilingual and code-mixing subsets. This dataset is designed to represent contemporary challenges in NER, including low-context scenarios (short and uncased text), syntactically complex entities like movie titles, and long-tail entity distributions. The 26M token dataset is compiled from public resources using techniques such as heuristic-based sentence sampling, template extraction and slotting, and machine translation.

See the AWS Open Data Registry entry for MultiCoNER for more information.

Labels

  • PER: Person, i.e. names of people
  • LOC: Location, i.e. locations/physical facilities
  • CORP: Corporation, i.e. corporations/businesses
  • GRP: Groups, i.e. all other groups
  • PROD: Product, i.e. consumer products
  • CW: Creative Work, i.e. movies/songs/book titles

Dataset Structure

The dataset follows the IOB format of CoNLL. In particular, it uses the following label to ID mapping:


{
    "O": 0,
    "B-PER": 1,
    "I-PER": 2,
    "B-LOC": 3,
    "I-LOC": 4,
    "B-CORP": 5,
    "I-CORP": 6,
    "B-GRP": 7,
    "I-GRP": 8,
    "B-PROD": 9,
    "I-PROD": 10,
    "B-CW": 11,
    "I-CW": 12,
}

Languages

The MultiCoNER dataset consists of the following languages: Bangla, German, English, Spanish, Farsi, Hindi, Korean, Dutch, Russian, Turkish and Chinese.

Usage

from datasets import load_dataset

dataset = load_dataset('tomaarsen/MultiCoNER', 'multi')

License

CC BY 4.0

Citation

@misc{malmasi2022multiconer,
    title={MultiCoNER: A Large-scale Multilingual dataset for Complex Named Entity Recognition}, 
    author={Shervin Malmasi and Anjie Fang and Besnik Fetahu and Sudipta Kar and Oleg Rokhlenko},
    year={2022},
    eprint={2208.14536},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}
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