Code-Switching DPO (Interspeech 2026)
Collection
Interspeech 2026 paper + DPO data for EN-ZH code-switching ASR. Page: ngquangtrung57.github.io/codeswitch-dpo-page • 3 items • Updated
Datasets:
id stringlengths 29 29 | audio audioduration (s) 12 55.3 | chosen stringlengths 13 945 | rejected stringlengths 8 1.66k |
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CS_SEG_20250904_002031_334754 | 那囚是绝对不能被抱出去，可他又何曾想过己所不欲勿施于人呢？ Made with the linebackers and how they react to it compared to how they deal with Joe Woods. 这些股份是在该公司成立时以每股一美元的价格获得的。 | 那囚是绝对不能被抱出去，可他又何曾想过己所不欲勿施于人呢？ Made with the 线卫 and how they react to it compared to how they deal with Joe Woods. 这些股份是在该公司成立时以每股一美元的价格获得的。 | |
CS_SEG_20250904_002031_336119 | More than a regular club, because regular club would annoy you. Every fucking dude coming up to you, trying to be all over you like, uh, who you here with? 谢莲把那剑舞得片片狂花，斩得万鬼四分五裂，如同风卷残云一般。 | 这不仅仅是一个普通的俱乐部，因为普通的俱乐部会让你感到烦。每个他妈的家伙都过来，试图缠着你，还问，呃，你和谁一起来的？ 谢莲把那剑舞得片片狂花，斩得万鬼四分五裂，如同风卷残云一般。 | |
CS_SEG_20250904_002031_335458 | Are some of these people actually practicing meditation and trying to do, even if they're very negative, that they're doing a meditation practice? 两个副经理极力替杨永哲解围，阿发根本不买账，限期他们五天之内把钱全部凑齐，否则就对他们不客气。 | 有些人真的在练习冥想并试图去做，即使他们非常消极，他们也在进行冥想练习吗？两个副经理极力替杨永哲解围，阿发根本不买账，限期他们五天之内把钱全部凑齐，否则就对他们不客气。 | |
CS_SEG_20250904_002031_334016 | Man, I don't like that. I'm into minimal. Alright, minimalist. Anyways, we have minimal landscaping. And boy, he's talking about his patio at an old-fashioned grill. And he said quaint lawn furniture. 这位副市长的话，让老苏啊和我们都无言以对，因为他说的呀确实是实情。 | Man, I don't like that. I'm into minimal. Alright, minimalist. Anyways, we have minimal landscaping. And boy, he's talking about his patio at an old-fashioned grill. And he said quaint lawn furniture. This vice mayor's words left Old Su and all of us speechless, because what he said was indeed the truth. | |
CS_SEG_20250904_002031_334734 | 劳动者自己并不生产自己，而是生产一种独立的威力。 And here we are now with the Saudis poised to have enormous sway over one of the world's biggest sports for years and years to come. | 劳动者自己并不生产自己，而是生产一种独立的威力。 And here we are now with the 沙特人 poised to have enormous sway over one of the world's biggest sports for years and years to come. | |
CS_SEG_20250904_002031_333738 | 大企业能完全有效率的运用人才则不多。当然，也有少数例外。 At first they had, you know, people would just pick up like we do now. It was like the first writing was just like, you'd find like a broken piece of a clay pot and you were just like. | Large companies that can fully and efficiently utilize talent are not numerous. Of course, there are a few exceptions. At first they had, you know, people would just pick up like we do now. It was like the first writing was just like, you'd find like a broken piece of a clay pot and you were just like. | |
CS_SEG_20250904_002031_334267 | Which is, uh, which I also wore on my surgery day. Uhm, so yeah, I really like, I was sort of like, goodbye, but you know, they were here for a good time, not a long time. 探索他的愿景是如何产生并发展的，又是如何在他创立的三家企业女皇纺织厂。 | Which is, uh, which I also wore on my surgery day. Uhm, so yeah, I really like, I was sort of like, goodbye, but you know, they were here for a good time, not a long time. Explore how his vision was generated and developed, and how it was in the three companies he founded, the Queen Textile Factory. | |
CS_SEG_20250904_002031_334668 | And when the, the ideal you is the thing that you're pushing the people, your perception that what you want people to think of you and the gap between the real you and the ideal you is fear, anxiety, and most of all control. 在适用法律上一律平等，不允许任何人有超越法律的特权。 | And when the, the ideal you is the thing that you're pushing the people, your perception that what you want people to think of you and the gap between the real you and the ideal you is fear, anxiety, and most of all control。在适用法律上一律平等，不允许任何人有超越法律的特权。 | |
CS_SEG_20250904_002031_335342 | And you gave a very rational argument earlier as to why, because of the causality involved, it makes far more sense to interrupt. 咱们的下学本必须得尽快将我们的这个食物给保护起来啊，咱们得形成咱们的公式，必须呢只要将咱们的食物给保护起来。 | And you gave a very rational argument earlier as to why, because of the causality involved, it makes far more sense to interrupt. We must protect our food as soon as possible, we need to form our formula, we must protect our food. | |
CS_SEG_20250904_002031_336182 | allocation, allocation printer, printer 三藏心存感激，到了屋里又拜谢伯钦的救命之恩，伯钦却说。 | 分配，分配打印机，打印机 三藏心存感激，到了屋里又拜谢伯钦的救命之恩，伯钦却说。 | |
CS_SEG_20250904_002031_334153 | 因为如果我们对自己的定义是我们做不好某些事儿，那么我们就会倾向于创造出一种现实来证实这个论断。 But these laws are only a start. | 因为如果我们对自己的定义是我们做不好某些事儿，那么我们就会倾向于创造出一种现实来证实这个论断。但是这些法律只是一个开始。 | |
CS_SEG_20250904_002031_333906 | Not, not that enormous of a number, then, you know, then it's going to be a pretty bad approximation. And let, let, let's just, uhm, 我们先来看整个宫呢是一个方框型的这个整体构造。 | 不，不是那么大的一个数字，那么，你知道，那么它将是一个相当糟糕的近似。让我们，让我们，让我们先，嗯，我们先来看整个宫呢是一个方框型的这个整体构造。 | |
CS_SEG_20250904_002031_334309 | One can only speak from personal experience, but I think not. 和远处的雪山、白云、蓝天交融在一起，十分漂亮，是帕米尔高原上的一片湿地。夕阳夕照。 | One can only speak from personal experience, but I think not. 和远处的雪山、[white clouds], blue sky blend together, very beautiful, [is a wetland on the Pamir Plateau]. Sunset. | |
CS_SEG_20250904_002031_334833 | It was especially beautiful in the spring when the peach trees, which landed shore blom with pink and rose collar blossoms, there was always a town picnic on the fourth of july. Previously we've had service challenges and we've served the public, but this time it's like a whole new level, like we're cooking for royalty... | 春天的时候特别漂亮，当时岸边的桃树盛开了粉红色和玫瑰色的花朵，每年七月四日镇上都会举行野餐。以前我们曾遇到过服务方面的挑战，我们一直为公众服务，但这次感觉完全不一样，就像我们是在为皇室烹饪，为英国未来的国王烹饪。 | |
CS_SEG_20250904_002031_337698 | I'm not gonna do that. I'm not gonna sit here for an hour and rock out. I'm not gonna give our audience what they want. That's what you just said. 这一趟他妈的就六七千公里，又从温里又开到西部的某某某省，这一圈下来嗯，差不多一万五千公里我。 | 我不会那么做的。我不会坐在这儿一个小时弹吉他。我不会给我们的观众他们想要的。那就是你刚才说的。这一趟他妈的就六七千公里，又从温里又开到西部的某某某省，这一圈下来嗯，差不多一万五千公里我。 | |
CS_SEG_20250904_002031_334782 | Yeah, I feel like I've seen a lot of YouTube videos where it's like a hippopotamus with a tag. She's like, this is SB1552, we call her Carly, and they're like familiar with them forever. True. They're friends. Yeah. Retract chair, i said, as i stepped out of the bathroom. | Yeah, I feel like I've seen a lot of YouTube videos where it's like a hippopotamus with a tag. She's like, this is SB1552, we call her Carly, and they're like familiar with them forever. True. They're friends. Yeah. Retract chair, I said, as I stepped out of the bathroom. | |
CS_SEG_20250904_002031_335642 | It's only gonna go up to around 71 degrees Fahrenheit this afternoon. About 22 Celsius. And... 可以说呀，只要是与通信有关，就无法绕开华为的专业技术。 | It's only gonna go up to around 71 degrees Fahrenheit this afternoon. About 22 Celsius. And... 可以说呀，只要是与通信有关，就无法绕开华为的专业技术。 | |
CS_SEG_20250904_002031_335514 | Now my Gear God 8, go eradicate the Mirage card! Yes. 然后呢，在车上做着和地铁上一样的事儿，去浏览新闻，然后呢去玩游戏。 | Now my Gear God 8, go eradicate the Mirage card! Yes. Then, doing the same things on the car as on the subway, go browse news, then play games. | |
CS_SEG_20250904_002031_333927 | In fact, the opposite is true and you can sort of see it here on this chart. We can see that the speed is actually becoming. 蓄版讨厌哪里肯听他的。公元前四八四年，吴王夫差率领十万大军发齐，很侥幸，他得胜回国，于是就在文台设宴庆贺，越王勾践也率领越国的大臣赶来祝贺。 | 事实上，相反的情况是正确的，你可以在这里的图表上看到。我们可以看到速度实际上变得越来越快。蓄版讨厌哪里肯听他的。公元前四八四年，吴王夫差率领十万大军发齐，很侥幸，他得胜回国，于是就在文台设宴庆贺，越王勾践也率领越国的大臣赶来祝贺。 | |
CS_SEG_20250904_002031_335105 | 他把墨西哥鹰的权益卖给了皇家荷兰壳牌集团。 And then of course changing our date time back to now. And now when I run my code, | He sold the rights of Pemex to Royal Dutch Shell. And then of course changing our date time back to now. And now when I run my code, | |
CS_SEG_20250904_002031_335898 | Lucy always wanted to become a teacher because she liked children when she was twenty one years old. She began teaching in a small school. She was a good teacher, and. He's thinking about the 8 million pounds. | Lucy always wanted to become a teacher because she liked children when she was twenty one years old. She began teaching in a small school. She was a good teacher, and. He's thinking about the 8 million pounds. | |
CS_SEG_20250904_002031_336994 | They love each other. 世界黄金储备总量的总价值目前才三千多亿美元。而根据wto组织的报告。 几年，后人人都知道乔治最讲诚信。 | 他们彼此相爱。世界黄金储备总量的总价值目前才三千多亿美元。而根据wto组织的报告。几年，后人人都知道乔治最讲诚信。 | |
CS_SEG_20250904_002031_337101 | But, uh, my wife would say, this is probably healthier than Oreos. Yeaah, it is. 只是想想想集体生活是什么样子，我是说。 You can just play with it. Make your own ground plane. Make your own mid plane. Start connecting them. See what happens. | But, 哦, my wife would say, this is probably healthier than Oreos. Yeaah, it is. 只是想想想集体生活是什么样子，我是说。 You can just play with it. Make your own ground plane. Make your own mid plane. Start connecting them. See what happens. | |
CS_SEG_20250904_002031_334693 | So I completely understand that it would have been a harder position for you because 反而是短视频带来的碎片化电商叠加直播获得了巨大的成功。显然，马云当时的判断错误了，马云一直把眼光放在京东身上。可是谁又可以想到，如今给阿里造成最大的威胁的，并不是其他的电商平台，反而是内容平台。抖系平台。如今是来势汹汹，他们的GMV已经超过了万亿。在传统电商上面。 | So I completely understand that it would have been a harder position for you because short videos actually brought fragmented e-commerce and combined live streaming achieved huge success. Obviously, Jack Ma's judgment was wrong at that time. Jack Ma has always kept his eyes on JD.com. But who could have thought that no... | |
CS_SEG_20250904_002031_334245 | 他可能心情不好，就那段，然后正好听了也反感。 Crazy man thinks he's Jesus Christ. I had to find my dad. He was making an absolute mockery of himself. And mom, and me too! | He might be in a bad mood, that part, and then happened to listen and also felt disgusted. Crazy man thinks he's Jesus Christ. I had to find my dad. He was making an absolute mockery of himself. And mom, and me too! | |
CS_SEG_20250904_002031_335241 | 他们认为并且希望其结果随后付诸实施。 I wonder if Gene will be there tonight. 赫然是一个止痛药瓶子，也不知他是怎么吞下去的。英子通过这件事，才知道，原来校长妻子生了重病。 | 他们认为并且希望其结果随后付诸实施。我想知道Gene今晚会不会在那里。赫然是一个止痛药瓶子，也不知他是怎么吞下去的。英子通过这件事，才知道，原来校长妻子生了重病。 | |
CS_SEG_20250904_002031_335656 | 就像我们目前还不知道把如今计算机速度在提升。二、百万倍的踏脚石在哪里一样，带有踏脚石性质的事物，是通往更高层可能性的门户。 But Dennis, you said earlier there were a couple of Levites, you know, but... | 就像我们目前还不知道把如今计算机速度在提升。二、百万倍的踏脚石在哪里一样，带有踏脚石性质的事物，是通往更高层可能性的门户。 But Dennis, you said earlier there were a couple of Levites, you know, but... | |
CS_SEG_20250904_002031_336398 | Very nice. Okay, that's, I appreciate it very much. This is, this is excellent. 而我却因为这点小事就介意闹别扭，请您原谅我吧。 Uh, talk to people who you ordinarily spend time with. | Very nice. Okay, that's, I appreciate it very much. This is, this is excellent. But I am upset about this small matter, please forgive me. Uh, talk to people who you ordinarily spend time with. | |
CS_SEG_20250904_002031_334087 | 陈东和刘明缓缓来到角落，他们的狗和蝴蝶也跟着过去了。 Yeah, we're gonna see more innovation born in China. There's all this emerging innovation which is happening for them, which will suddenly become mainstream. Are they ahead of us here? It's a strange realization, but yes. | Chen Dong and Liu Ming slowly walked to the corner, their dog and butterfly also followed. Yeah, we're gonna see more innovation born in China. There's all this emerging innovation which is happening for them, which will suddenly become mainstream. Are they ahead of us here? It's a strange realization, but yes. | |
CS_SEG_20250904_002031_334053 | Okay, okay, that's well put. And we will in fact look at the title to this room in a few minutes. 他当初要是真敢像影视剧里那么整早被人给告下去蹲大牢了，那这又是为何呢？那是因为包青天虽然是宋朝人，但在当时并没有说他的戏元朝才开始有。 | Okay, okay, that's well put. And we will in fact look at the title to this room in a few minutes. If he had really dared to do things like in the movies and TV shows back then, he would have been reported and sent to jail long ago. So why is this the case? That's because Bao Qingtian was indeed a person from the Song D... | |
CS_SEG_20250904_002031_337408 | I think it needs to be closer to a hundred bucks still. I really think it's a little bit cheaper. 早晚只有几度，中午下午艳阳高照，二十几度。 Erwin Schrödinger applied this to derive the thermodynamic properties of a semi-classical ideal gas | I think it needs to be closer to a hundred bucks still. I really think it's a little bit cheaper. In the morning and evening, there are only a few degrees, while in the afternoon, the sun is bright and it's in the low twenties. Erwin Schrödinger applied this to derive the thermodynamic properties of a semi-classical id... | |
CS_SEG_20250904_002031_337469 | 但委员会如果认为条款不完全公正，也会不予批准。 Uh, and I love the way you phrased it. Think about how you're going to go to bed Sunday night off of a Browns win or a Browns loss. You're always, as soon as the game ends, you immediately start thinking ahead. | But if the committee believes the terms are not entirely fair, they will also disapprove. Uh, and I love the way you phrased it. Think about how you're going to go to bed Sunday night off of a Browns win or a Browns loss. You're always, as soon as the game ends, you immediately start thinking ahead. | |
CS_SEG_20250904_002031_334847 | 学习建立bi三角形，就是我创建这门生意的使命。 Unless we are first, usually in childhood, been properly soothed by someone else. A capacity for self-soothing is the legacy of a history of nurture. | Learning to build bi triangles is the mission I created for this business. Unless we are first, usually in childhood, been properly soothed by someone else. A capacity for self-soothing is the legacy of a history of nurture. | |
CS_SEG_20250904_002031_336928 | 哦，腰受伤了啊，张医生张一思。 In addition to giving a general introduction to computer, the course also provides practical experience. 或者说接触到这个产品的经历，你是如何卖这些东西的，以及你的愿望。这个其实就是啊比如说咱们看这个简介。 | 哦，腰受伤了啊，张医生张一思。In addition to giving a general introduction to computer, the course also provides practical experience. 或者说接触到这个产品的经历，你是如何卖这些东西的，以及你的愿望。这个其实就是啊比如说咱们看这个简介。 | |
CS_SEG_20250904_002031_334120 | He didn't want to shake off his needles because the happy people might not want him anymore. 尽管从经验上讲，他们已经死亡，但他们还有人的命运。 在第二部当中，麦克挑起了很多利益纷争。比如。 | 他不想摆脱他的针头，因为那些快乐的人可能不再需要他了。尽管从经验上讲，他们已经死亡，但他们还有人的命运。在第二部当中，麦克挑起了很多利益纷争。比如。 | |
CS_SEG_20250904_002031_334595 | Awesome, I'll meet you at the subway entrance and we can ride together. 清崎建议呢你可以在一些投资俱乐部、网络营销企业。 Adams felt that separation from Great Britain was inevitable, and was selected as the Massachusetts representative at the First Continental Congress in 1774. | Awesome, I'll meet you at the subway entrance and we can ride together. Kiyosaki suggests that you can join some investment clubs or online marketing companies. Adams felt that separation from Great Britain was inevitable, and was selected as the Massachusetts representative at the First Continental Congress in 1774. | |
CS_SEG_20250904_002031_334223 | 赵玉台紧随其策，出生入死带吴素去世，奉徐霄命令潜伏青城山。 Use listening as my only tool for learning the English language. Anyways, Bob the Canadian here. Just my opinion on four things about the English language, uh, that some people have different opinions on maybe, uh, but now you know mine and I hope they help you as you continue to learn thi... | 赵玉台紧随其策，出生入死带吴素去世，奉徐霄命令潜伏青城山。 Use listening as my only tool for learning the English language. Anyways, Bob the Canadian here. Just my opinion on four things about the English language, uh, that some people have different opinions on maybe, uh, but now you know mine and I hope they help you as you continue to learn thi... | |
CS_SEG_20250904_002031_334452 | 傅斯年奉命到昆明处理学潮。 The differences between the two relate to small differences in the amino acid sequence for one peptide versus the other. Tessamerelin is a bit more long lasting than sermorelin. But as Butch Cassidy said, small price to pay for beauty. | 傅斯年奉命到昆明处理学潮。 The differences between the two relate to small differences in the amino acid sequence for one peptide versus the other. Tessamerelin is a bit more long lasting than sermorelin. But as Butch the said, small price to pay for beauty. | |
CS_SEG_20250904_002031_333785 | 当初我逍遥自在的晃出劳教营，看到偶然存下来，撕的差不多的布高。那上面管河下叫河饭下很有意思。 Yeah, and this is what we want to see from LGD. Actually, both teams have similar globals like this where, of course, Bard is a roaming champion, can roam mid, throw down that Tempered Fate, but we also have the Ashe-Arrow that can do the same thing. Even Jomon can technic... | 当初 I was carefree and wandered out of the labor education camp, saw the cloth Gao that was accidentally saved, torn almost completely. That one calls He Xia as He Fan Xia, which is very interesting. Yeah, and this is what we want to see from LGD. Actually, both teams have similar globals like this where, of course, Bar... | |
CS_SEG_20250904_002031_336592 | Insisting that everything I do is, oh that's Tourette's, that's Tourette's. 这一切的背后，仿佛有一种无形的力量在推动着整个事情的发生。年幼的秦明在言行上不经意间伤害了母亲，导致悲剧的发生。母亲的离开对于秦明的打击很大。 | 坚持认为我所做的每件事都是，哦，那是抽动秽语综合征，那是抽动秽语综合征。这一切的背后，仿佛有一种无形的力量在推动着整个事情的发生。年幼的秦明在言行上不经意间伤害了母亲，导致悲剧的发生。母亲的离开对于秦明的打击很大。 | |
CS_SEG_20250904_002031_333853 | The next protest would get bigger because now people are going, oh wow, you're killing your own people, so. 那么叫子女呢，好好上班，做一个工作啊，然后呢你要干什么怎么样都不让他干。那么有这种思想的人，你就不要去听，也就是一个人越是赚不到钱的人，你不要听他讲话。那么这些东西呢，你们听懂了，那么就按照这个思路来做。那那么第三个风险呢，就是结婚了。 | The next protest would get bigger because now people are going, oh wow, you're killing your own people, so. So when you have children, you should work hard, do a job, and then whatever you want to do, they won't let you do it. So if someone has this kind of thinking, you shouldn't listen to them. In other words, the le... | |
CS_SEG_20250904_002031_337241 | While Cortona is extremely popular with Americans lately, its gritty personality survives. 你会发现，当一个人是以自我为中心的时候，自我为中心越多。 其实现在叫怎么讲呢？叫专业岗位比以前落差小。 | While Cortona is extremely popular with Americans lately, its gritty personality survives. You will find that when a person is self-centered, the more self-centered they become. Actually, how to put it now? The gap between specialized positions is smaller than before. | |
CS_SEG_20250904_002031_337363 | 这是妖怪前边没有路了，墙上有数字，从一开始按依次按到五看来必须要解开墙上的暗号，带你的a就是为了这个。 Of a positive change too. So Pete Carmichael still the OC with Ronald Curry. People were looking at Ronald Curry. | 这是妖怪前边没有路了，墙上有数字，从一开始按依次按到五看来必须要解开墙上的暗号，带你的a就是为了这个。 Of a positive change too. 所以 Pete Carmichael 仍然是 Ronald Curry 的 OC。人们都在看着 Ronald Curry。 | |
CS_SEG_20250904_002031_334402 | It'll be good. So the shot will be a lot better. I had done all this stuff too, where... 满自东出龙泉的非常之愤恨，乙肝呢正在追加冰菌甲胆分离，想有就一人的铲存赌场。如果王文有你个心呢，希望问我好鸡会动手。 | It'll be good. So the shot will be a lot better. I had done all this stuff too, where... Full from the east, Longquan's extremely angry, Hepatitis B is adding ice bacteria gall separation, wants to have one person's shovel storage casino. If Wang Wen has your heart, I hope to ask me good chicken will take action. | |
CS_SEG_20250904_002031_334496 | 寤寐思服悠哉悠哉，辗转反侧，参差荇菜，左右采之，窈窕淑女，琴瑟友之参差荇菜，左右冒之，窈窕淑女，钟鼓乐之。 Sorry, I can't swim, but I want to learn to swim. | 寤寐思服悠哉悠哉，辗转反侧，参差荇菜，左右采之，窈窕淑女，琴瑟友之参差荇菜，左右冒之，窈窕淑女，钟鼓乐之。很抱歉，我不会游泳，但我想要学习游泳。 | |
CS_SEG_20250904_002031_335626 | Some people are more susceptible to cavities due to genes that may cause certain weaknesses like softer enamel, but for most, high sugar consumption is to blame. 咱就找不着这个停车库，在哪儿啊，怎么办？到底那要不咱们再回第一条路看看呗。 | 有些人由于基因可能导致某些弱点，比如牙釉质较软，因此更容易患龋齿，但对大多数人来说，高糖摄入才是罪魁祸首。咱就找不着这个停车库，在哪儿啊，怎么办？到底那要不咱们再回第一条路看看呗。 | |
CS_SEG_20250904_002031_336911 | They're such delicate, sensitive creatures. And kind. They help each other. They adopt baby bats if they're orphaned. Or if one bat doesn't find food for the night, the others will share so it doesn't die. So they can all stay...together. 后来因为抓住了元朗的错处，直接上参给皇帝，导致其贬官流放。 | They're such delicate, sensitive creatures. And kind. They help each other. They adopt baby bats if they're orphaned. Or if one bat doesn't find food for the night, the others will share so it doesn't die. So they can all stay...together. Later because caught Yuan Lang's mistake, directly submit a memorial to the emper... | |
CS_SEG_20250904_002031_334770 | Phoenix became aware of something small and hard coming into contact with one tip of the tweezers. There it is. Excellent, Fisk approved. Now pull it out slowly. Phoenix worked his wrist and fingers. I can't get a grip on it. Keep trying, Alistair encouraged. 哈呵柚子，你找对人了，手机我对等了，你要嗯这个我拒绝靠，差点就被他一顿夸给唬住了。还好我反应过来了，没有迷失自我。 | Phoenix察觉到有什么小而硬的东西碰到了镊子的一端。就是那里。太棒了，Fisk批准道。现在慢慢把它取出来。Phoenix活动着手腕和手指。我抓不住它。继续努力，Alistair鼓励道。呵呵柚子，你找对人了，手机我对等了，你要嗯这个我拒绝靠，差点就被他一顿夸给唬住了。还好我反应过来了，没有迷失自我。 | |
CS_SEG_20250904_002031_334353 | Oh, never give the heart outright, for they, for all smooth lips can say, have given their hearts up to the play. 简似乎在用他那种安安静静的方式自得其乐。在我看来，他并未费尽力气讨课人们的欢心，可他们似乎都喜欢待在那里，于是这欢快愉悦的派对，直到凌晨两点才告终。此后，我常常看见他，我不但常去他的家，而且即便是赴外面的午宴和晚宴，也几乎次次都能遇上他。我对幽默不在行。 | 哦，never give the heart outright，for 他们，for all smooth lips can say，have given their hearts up to the play。简似乎在用他那种安安静静的方式自得其乐。在我看来，他并未费尽力气讨课人们的欢心，可他们似乎都喜欢待在那里，于是这欢快愉悦的派对，直到凌晨两点才告终。此后，我常常看见他，我不但常去他的家，而且即便是赴外面的午宴和晚宴，也几乎次次都能遇上他。我对幽默不在行。 | |
CS_SEG_20250904_002031_338426 | 所以他们在一个中国原则这个底线上表态都很明确。 Globally, rotavirus is the leading cause of severe diarrhea in infants and young children, and it's estimated to cause more than 400,000 deaths worldwide each year in children under the age of five. | 所以他们在一个中国原则这个底线上表态都很明确。全球范围内，轮状病毒是婴儿和幼儿严重腹泻的主要原因，据估计，每年会导致全球五岁以下儿童超过40万人死亡。 | |
CS_SEG_20250904_002031_338221 | What happens to all of those people's bodies after they die? And will the planet eventually run out of burial space? 那体验个vr给郭晓娟搞得还挺尴尬哎。 如果我们考虑近体乐府开卷铺排的那些诗文。 | 人们死后，他们的身体会怎么样呢？地球最终会不会因为没有空间而无法安葬遗体？那体验个VR给郭晓娟搞得还挺尴尬哎。如果我们考虑近体乐府开卷铺排的那些诗文。 | |
CS_SEG_20250904_002031_338270 | What is the way that you would suggest to do that? The simple way. It is the set of numbers that you can apply to whatever diet you like. 老婆对老公不满的原因是老公没有好好听他说话。 | 你建议的方法是什么？简单的方法。这是一组数字，你可以将其应用于任何你喜欢的饮食方式。老婆对老公不满的原因是老公没有好好听他说话。 | |
CS_SEG_20250904_002031_338307 | Uh, and, uh, those can be used to, uh, do either anomaly detection or, uh, 说完，凯文一跃骑上他的黄色自行车，踉踉跄跄的向外驶去。 | Uh, and, uh, those can be used to, uh, do either anomaly detection or, uh, After saying that, Kevin jumped onto his yellow bicycle and wobbled outwards. | |
CS_SEG_20250904_002031_336102 | They sometimes ride there and back on their bicycles of all the children in my class, tom lives the furtest from the school. And he's like, oh, who are you? Like, it wasn't even some connection. There really wasn't. | They sometimes ride there and back on their bicycles of all the children in my class, Tom lives the furthest from the school. And he's like, oh, who are you? Like, it wasn't even some connection. There really wasn't. | |
CS_SEG_20250904_002031_338465 | 无论外界多么纷纷扰扰，程绍商在长修宫内依旧悠然深深恭维，恰似一层坚固的防护墙，为他挡住所有恶意或善意的流言蜚语。 Did you know that you don't need a lot of money to hire a lawyer? Okay, not everyone has the money right? | 无论外界多么纷纷扰扰，程绍商在长修宫内依旧悠然深深恭维，恰似一层坚固的防护墙，为他挡住所有恶意或善意的流言蜚语。Did you know that you don't need a lot of money to hire a lawyer? Okay, not everyone has the money right? | |
CS_SEG_20250904_002031_338482 | Or perhaps I'm extremely punctual. I'm almost never late to the bus. 我就想到了我上小学的时候就碰上朝鲜战争，我们那时候就唱一首歌。 | 或许我非常守时。我几乎从不迟到公交车。我就想到了我上小学的时候就碰上朝鲜战争，我们那时候就唱一首歌。 | |
CS_SEG_20250904_002031_338567 | If you need anything, you can drop by our house anytime. Okay. Thanks a lot. Have a nice day. You too. Bye. 你只要把手放在显微镜下，你会看到大量的能量在震动。 | If you need anything, you can drop by our house anytime. Okay. Thanks a lot. Have a nice day. You too. Bye. As long as you place your hand under the microscope, you will see a large amount of energy vibrating. | |
CS_SEG_20250904_002031_338329 | It's not just about the PowerPoint, right? Uh, you are, you are standing there, right? And what are you doing, right? 当这个有权有势的人不高兴，并且认为无需掩饰的时候，他的脸真是再难看不过了。 | It's not just about the PowerPoint, right? Uh, you are, you are standing there, right? And what are you doing, right? When this powerful person is unhappy and believes there is no need to conceal it, his face is truly the most unattractive. | |
CS_SEG_20250904_002031_338407 | Okay, so the way triple integrals work is if I give you a function of three variables x, y, z, and I give you some region in space. 所以，我们给信念的能量必须多于给恐惧的。 | Okay, so the way triple integrals work is if I give you a function of three variables x, y, z, and I give you some region in space. Therefore, we must give more energy to belief than to fear. | |
CS_SEG_20250904_002031_338190 | 在探讨中国的消费不足这个问题的时候，最后就还是要。 And you can think about this in the case of the intestine. 这一次老师提议，大家画小鸟，一只小鸟太容易了。 | 在探讨中国的消费不足这个问题的时候，最后就还是要。你可以从肠道的情况来想想这个问题。这一次老师提议，大家画小鸟，一只小鸟太容易了。 | |
CS_SEG_20250904_002031_334175 | 就像在说自己庄稼太多，白天干不完，晚上加班干活，一般你拉麦子，拉你自己家的，你拉我家的干嘛？我不是说了吗？ Now what we'll do is we will go through each and every file within this folder. So we'll use for each. | 就像在说自己庄稼太多，白天干不完，晚上加班干活，一般你拉麦子，拉你自己家的，你拉我家的干嘛？我不是说了吗？现在我们要做的是我们会逐个查看这个文件夹中的每一个文件。所以我们将会使用for each。 | |
CS_SEG_20250904_002031_338544 | It's a traditional Colombian poncho. I want my new classmates to know I'm proud of my heritage. Wee, I think you look very handsome, Lino. 老头儿呢老头儿上去演讲，这个时候很多是质疑巴菲特的。 | 这是一个传统的哥伦比亚斗篷。我希望我的新同学知道我为我的传统感到骄傲。哦，我觉得你看起来非常帅，Lino。老头儿呢，老头儿上去演讲，这个时候很多是质疑巴菲特的。 | |
CS_SEG_20250904_002031_334069 | 鳄鱼现在还剩一点血，基本上苏小再a个两到三下，还能多叠点毛，提升一技能的伤害，这个肯定是死的。 Two of these, please. When he was at a convenience store. | 鳄鱼现在还剩一点血，基本上苏小再a个两到三下，还能多叠点毛，提升一技能的伤害，这个肯定是死的。Two of these, please. When he was at a convenience store. | |
CS_SEG_20250904_002031_334897 | Finally scrambled over there to the gun and shot the ostrich in the chest twice at point blank range cause he was just curb stomping it. 像伊扎克这样身兼二职非同寻常，但在以色列的历史上却很平常。 | 最后他冲到那里拿起枪，近距离朝鸵鸟胸部连开两枪，因为那只鸵鸟正踩着路边的石头。像伊扎克这样身兼二职非同寻常，但在以色列的历史上却很平常。 | |
CS_SEG_20250904_002031_338380 | 他是要选那个PRC,然后在下面还要选，还要选那个PRC的故事。对你能看到我选的一个剧本吗？能看到一个大话西游。 For a limited time our listeners can get 25% off and zero delivery fees on their first order of $15 or more when you download the DoorDash app and enter the code BADFRIENDS2021. | He is going to select that PRC, and then below he also needs to select, he also needs to select the story of that PRC. Can you see the script I selected? You can see A Chinese Odyssey. For a limited time our listeners can get 25% off and zero delivery fees on their first order of $15 or more when you download the DoorD... | |
CS_SEG_20250904_002031_338499 | Nerve in pose try the long pallow. Man, it really sounds like it's all this mineral catalysis that's got James confused, huh? If only someone had spent half an hour explaining this stuff to him in previous content. Oh well. | Nerve in pose try the long pallow. Man, it really sounds like it's all this mineral catalysis that's got James confused, huh? If only someone had spent half an hour explaining this stuff to him in previous content. Oh well. | |
CS_SEG_20250904_002031_338653 | Yeaah, uh, that question, being of a personal nature and such, it's kinda difficult to, uh, He landed in the most approved manner in a convenient shelted bay. 出租车前面躺着琼斯的尸体，脸正对着自己。 | Yeaah, uh, that question, being of a personal nature and such, it's kinda difficult to, uh, He landed in the most approved manner in a convenient shelted bay. 出租车前面躺着琼斯的尸体，脸正对着自己。 | |
CS_SEG_20250904_002031_338248 | 比如说i will start working in ten minutes,我十分钟以后就开始工作。那您来造个句子吧，我开始吃午饭。 Yeah, and even, you know, Dave Vell is saying he's struggling with the exercise stuff, but I, I spoke, I spoke on, uhm, incident to my mate Brad Cunningham who opens, who owns Fit Shop, uh, which is a studio. | 比如说i will start working in ten minutes,我知道十分钟以后就开始工作。那您来造个句子吧，我开始吃午饭。 Yeah, and even, 你知道, Dave Vell is saying he's struggling with the exercise stuff, but I, I spoke, I spoke on, uhm, incident to my mate Brad Cunningham who opens, who owns Fit Shop, uh, which is a studio. | |
CS_SEG_20250904_002031_338675 | Better blood sugar regulation, better energy, you'll be stronger 好，再往后的话呢，你会跟着空白，你像一个地球仪吸引力样，你会被它给吸进去了。我们再往下看。 | Better blood sugar regulation, better energy, you'll be stronger Okay, moving forward, you'll follow the blank, you'll be like a globe's gravitational pull, you'll be sucked into it. Let's look further down. | |
CS_SEG_20250904_002033_150228 | 李怀跟着林守义去学舍休息李保平回自己的学舍，这半路跟两人分道扬镳。 Now these two parts won't stay together on their own. We need another one, and that's what the next one is. Number eighteen is this dagger right here. So we've got to cut this off because like in the previous miniature with the quiver, | Li Huai followed Lin Shouyi to the study quarters to rest, Li Baoping returned to his own study quarters, this halfway point parting ways with the two. Now these two parts won't stay together on their own. We need another one, and that's what the next one is. Number eighteen is this dagger right here. So we've got to c... | |
CS_SEG_20250904_002031_338689 | Update or manage those Macs are readily available through remote commands and mass actions. Thanks for watching. We'll see you in another video. 大布头的当代选本或许会收录他的少数几篇作品。但是和黄庭坚一样，他是苏氏一族的成员。 | Update or manage those Macs are readily available through remote commands and mass actions. Thanks for watching. We'll see you in another video. The contemporary anthologies of Da Bu Tou may include a few of his works. But like Huang Tingjian, he is a member of the Su family. | |
CS_SEG_20250904_002031_338632 | Cm and the weight, what is the intruded angle? This is theta, this is 90-theta. 古桥，你和姨娘是不是知道些什么？你知道吗？我梦到的一切好真实。 | 厘米和重量，入侵的角度是什么？这是theta，这是90-theta。古桥，你和姨娘是不是知道些什么？你知道吗？我梦到的一切好真实。 | |
CS_SEG_20250904_002031_336550 | Who will manipulate it and when will this be done in a timely manner? 除了一些大人物能依赖故事创造奇迹之外，在平凡人的日常生活中，善于讲述一个好故事，也会让人更容易获得好机会。 | 谁会操纵它，以及何时能及时完成？除了一些大人物能依赖故事创造奇迹之外，在平凡人的日常生活中，善于讲述一个好故事，也会让人更容易获得好机会。 | |
CS_SEG_20250904_002031_336678 | That's a, that's a no-brainer. Why would you want to come and then re-acclimate yourself? Because that, to be truthful, that's his city. Like if you say Tampa Bay Buccaneers. 那双蓝色眼睛周围泛红的皮股上凿出深深的皱纹，快到吃晚餐的时间。 | That's a, that's a no-brainer. Why would you want to come and then re-acclimate yourself? Because that, to be truthful, that's his city. Like if you say Tampa Bay Buccaneers. 那双蓝色眼睛周围泛红的皮股上凿出深深的皱纹，it's almost time for dinner. | |
CS_SEG_20250904_002031_337221 | He's gonna be the one. But listen, when I graduated from college, I was the first one in my family. And I don't mean my two brothers and my mom and dad. I mean everybody. You know what I'm saying? And 让所有村民就保留一个笔记本，并且复制和分发交易记录就成为去中心化、分布式数据库。每次任何两个人之间有交易史。 | He's gonna be the one. But listen, when I graduated from college, I was the first one in my family. And I don't mean my two brothers and my mom and dad. I mean everybody. You know what I'm saying? And ask all villagers to keep a notebook, and copying and distributing transaction records becomes a decentralized, distrib... | |
CS_SEG_20250904_002031_338611 | Just write down the minutes as a dot followed by minutes. Get it? 他得知道为什么没有投资，对吧？好，老板会有直观的感受啊，但是考试的时候我们不这样算太费劲儿啊。 | 把分钟数写成一个点，然后跟着分钟数。明白了吗？他得知道为什么没有投资，对吧？好，老板会有直观的感受啊，但是考试的时候我们不这样算太费劲儿啊。 | |
CS_SEG_20250904_002031_338714 | The king married a German princess named Sophia Charlotte. 对任何战略而言，最无可争议的一点就是创造价值。 And go to graduate school or go into the working world. There isn't this moment where it's go see the world as much. | The king married a German princess named Sophia Charlotte. The most uncontested point for any strategy is creating value. And go to graduate school or go into the working world. There isn't this moment where it's go see the world as much. | |
CS_SEG_20250904_002033_150369 | Love in september, we go for a walk. We run left play and love and talk. I like Javon Hargrave. He'd be a great addition. If I have to pick between the two, I'm taking Hargrave. | 九月，我们去散步。我们向左跑着玩，爱着，交谈着。我喜欢贾文·哈格雷夫。他会是一个伟大的补充。如果我必须在两人之间做出选择，我会选择哈格雷夫。 | |
CS_SEG_20250904_002033_150389 | Looks like all the records that I can find are with a time limit. 有事起奏无事退朝，好好好，这么拽是吧？一会儿让你高兴的跳起来。 或级别还没达到参加教练项目门槛的领导者，到那时组织就会处于尴尬的地位。并要向大家解释，为何其教练请求被否决？ | Looks like all the records that I can find are with a time limit. When there is a matter, please present it; when there is no matter, withdraw from court. Okay, okay, so you think you're so cool, right? In a while, I'll make you jump for joy. Or leaders whose level hasn't reached the threshold to participate in the coa... | |
CS_SEG_20250904_002033_150214 | The message and the username and we've also got these interesting fields created at and updated at. 后来，此三人被称为西方三圣，又称阿弥陀三尊。另有一说。 | The message and the username and we've also got these interesting fields created at and updated at. Later, 此三人被称为西方三圣, also known as Amitabha Three Honors. Another saying. | |
CS_SEG_20250904_002033_150337 | They're able to hunt using a network of electrosensory cells called ampullae of Lorenzini. These cells are filled with hypersensitive jelly. 而且思文在舞台上越来越闪亮，是吧？成了脱口秀女王，而我也成了王的男人。 | 它们能够利用被称为洛伦兹壶腹的一系列电感受细胞进行捕猎。这些细胞充满了高敏感度的凝胶。而且思文在舞台上越来越闪亮，是吧？成了脱口秀女王，而我也成了王的男人。 | |
CS_SEG_20250904_002031_338734 | 今年脱口秀真火了，对吧？哇，天下演出一票难求。我之前去外地跟朋友喝酒喝多了，我说你去上海，我给你弄票，结果人真来了，我没跳。演出的前一天，我在网上买我自己演出的黄牛票。 Yeah, I don't want to be too much of a reductionist, but it's entirely possible that it is purely evolutionary and functional. One wants to think that there's a bit more to one's love for the fellow creature than that. | 今年脱口秀真火了，对吧？哇，天下演出一票难求。我之前去外地跟朋友喝酒喝多了，我说你去上海，我给你弄票，结果人真来了，我没跳。演出的前一天，我在网上买我自己演出的黄牛票。 Yeah, I don't want to be too much of a reductionist, but it's entirely possible that it is purely evolutionary and functional. One wants to think that there's a bit more to one's love for the fellow creature than that. | |
CS_SEG_20250904_002033_150526 | 也一定会在未来的某个时刻获得大家的认可的。 Despite making so many advances and my Great Patana being such a great warrior, why did our forces fail at Thakolam? Isn't he the one who fought in the war? So you must have seen it first hand. He said, Yes, I was on that battlefield too. That's what I'm going to tell you about. He left for the so... | 也一定会在未来的某个时刻获得大家的认可的。尽管我们取得了这么多进展，而且我的伟大帕塔纳是个如此伟大的战士，为什么我们在塔科拉姆的战斗中失败了？难道他不是那个参加过战争的人吗？所以你一定亲眼见过。他说，是的，我也在那个战场。这就是我要告诉你的事情。他带着那支强大的军队向南出发了。 | |
CS_SEG_20250904_002033_150355 | == Government and politics == The Lao People's Democratic Republic is one of the world's only socialist states openly endorsing communism 从内容上面呢啊刚才只是说了一些格局，嗯，当然呢这个。 | == Government and politics == The Lao People's Democratic Republic is one of the world's only socialist states openly endorsing communism From content above, uh, just now I only mentioned some frameworks, um, of course, this. | |
CS_SEG_20250904_002031_338360 | 在危机初期，当质子首先扰乱加速器时，有几个人自杀。我当时觉得他们不可理喻，对于搞理论的。 As soon as I had my license, I used to drive down here and cruise the River Beach and eat Kelly's recipe sandwiches. | 在危机初期，当质子首先扰乱加速器时，有几个人自杀。我当时觉得他们不可理喻，对于搞理论的。 As soon as my had my license, my used to drive down here and cruise the River Beach and eat Kelly's recipe sandwiches. | |
CS_SEG_20250904_002031_338288 | Draw your own one of a kind hotel. Jul says, I remember seeing them arrive in WWF because they looked like us and Lita was the first one I'd seen actually doing things other than stand on the apron. We have three options. The first one is the Emperor card. Okay, the Rebel here, with the, the, uh, Turkish, uh, stone. | Draw your own one of a kind hotel. Jul says, I remember seeing them arrive in WWF because they looked like us and Lita was the first one I'd seen actually doing things other than stand on the apron. We have three options. The first one is the Emperor card. Okay, the Rebel here, with the, the, uh, Turkish, uh, stone. | |
CS_SEG_20250904_002031_333763 | 在实际工作中，这种试算平衡通常呢是通过编制试算平衡表来进行的。 Similarly, if you have any part of your stack that has a t-shaped hole, you can think of it the same way. One of the stairs goes up to the right, one of the stairs goes up to the left, so you can lodge both of them onto it. The second pattern is when there are stairs that are two blocks ... | In actual work, this trial balance is usually carried out by preparing a trial balance sheet. Similarly, if you have any part of your stack that has a t-shaped hole, you can think of it the same way. One of the stairs goes up to the right, one of the stairs goes up to the left, so you can lodge both of them onto it. Th... | |
CS_SEG_20250904_002031_335048 | 一年到头也是一笔十分可观的收入，而且还可以积累经验，降低风险。但有一点是最重要的，不要把股市当成摇钱树，因为昏了头的人只会盲目的去赌博。最后输的人，不是你又会是谁。记住股市有风险。 There have been too few observations to establish what a squid's typical flight trajectory looks like. Based on their flying speed, a 10-centimeter squid could hypothetically launch itself 6 meters above the water. | 一年到头也是一笔十分可观的收入，而且还可以积累经验，降低风险。但有一点是最重要的，不要把股市当成摇钱树，因为昏了头的人只会盲目的去赌博。最后输的人，不是你又会是谁。记住股市有风险。There have been too few observations to establish what a squid's typical flight trajectory looks like. Based on their flying speed, a 10-centimeter squid could hypothetically launch itself 6 meters above the water. | |
CS_SEG_20250904_002031_336519 | 最后，出口商的竞争力受到劳动法、税法和专利法的影响。 Montgomery attempted to take his own life as a result, and his weight plummeted. I'd like to buy two tickets to Main Street Station. | Finally, the competitiveness of exporters is affected by labor laws, tax laws, and patent laws. Montgomery attempted to take his own life as a result, and his weight plummeted. I'd like to buy two tickets to Main Street Station. | |
CS_SEG_20250904_002031_334816 | She said it took her cat more than a year to get used to being in the same room as her. 上半场比赛目前呢接近三十四分钟，呃，常规时间呢还剩下十分钟左右来到伤停补时。 今天我们聊一聊问题法则，我最经常问自己的三个问题是。 | She said [it] took her cat more than a year to get [used] to being in the same room as her. 上半场比赛目前呢接近三十四分钟，呃，常规时间呢还剩下十分钟左右来到伤停补时。 今天我们聊一聊问题法则，我最经常问自己的三个问题[a]。 | |
CS_SEG_20250904_002033_150424 | Some ways to describe the land and how do we describe these different features. Well now that we've learned these words, let's move on and let's do a little bit of review with some exercises. We have our words here. What we need to do, match each word with its definition. 这三人呢另一块合称三苏，这苏轼呢字字瞻。 | 描述土地的一些方法以及我们如何描述这些不同的特征。嗯，既然我们已经学了这些词汇，让我们继续前进，我们来通过一些练习做一点复习。我们在这里有这些词汇。我们需要做的是，将每个词汇与其定义匹配。这三人呢另一块合称三苏，这苏轼呢字字瞻。 | |
CS_SEG_20250904_002033_150286 | Okay, put two plus and plus encounters on target creature. That's just a classic green blue thing. 似乎病情已经出现了明显的好转。 Though we only glimpsted for a mere, second go long trusting touask. | Okay, put two plus and plus encounters on target creature. That's just a classic green blue thing. The condition appears to have improved significantly. Though we only glimpsed for a mere second go long trusting touask. | |
CS_SEG_20250904_002033_150171 | And on Tuesday, I'll continue to press this case when I address the National Convention of the Veterans of Foreign Wars, because nobody understands the true cost of war better than those who've actually served in this country's unit. 青霞的一位长老沉下脸，感觉非常的不痛快，杜成坤脸上露出一丝倔傲。这是长教的心结。 | 星期二，我将在向外国退伍军人全国大会发表讲话时继续推动此案，因为没有人比那些曾在这国部队中服役的人更了解战争的真实代价。青霞的一位长老沉下脸，感觉非常的不痛快，杜成坤脸上露出一丝倔傲。这是长教的心结。 | |
CS_SEG_20250904_002033_150266 | Even if she be a miller's daughter or he, i could not find a richer wife in the whole world when the girl was alone. Alright boys, here's what we're going to start off with. Uh oh. Alright. Okay. Alright. And then when we give our Bible verse, then it'll all make sense. | Even if she be a miller's daughter or he, I could not find a richer wife in the whole world when the girl was alone. Alright boys, here's what we're going to start off with. Uh oh. Alright. Okay. Alright. And then when we give our Bible verse, then it'll all make sense. | |
CS_SEG_20250904_002031_338761 | 一阵空白蝶衣忍不住再问什么名儿，菊仙又。一阵空白。 So that's a bigger example. And then from that, it's not hard to come to the general case. How many permutations map to a general binary tree? | 一阵空白蝶衣忍不住再问什么名儿，菊仙又。一阵空白。这是一个更大的例子。然后从这里，不难推广到一般情况。有多少排列对应到一个一般的二叉树？ | |
CS_SEG_20250904_002031_338588 | I don't need to hear the latter half of your comment. Nightingale said defiantly and snatched up the glass. Would the and bad dme honnamon a了，也就是对环境也造成了非常不好的影响。 这龙族就爱搞些假把式，宣扬威风，谁不知道龙族如今的困境，慎言啊。 | 我就不想听你评论的后半部分。夜莺 defiantly 地说道并夺过玻璃杯。Would the and bad dme honnamon a了，也就是对环境也造成了非常不好的影响。这龙族就爱搞些假把式，宣扬威风，谁不知道龙族如今的困境，慎言啊。 | |
CS_SEG_20250904_002033_150320 | 所以使命呢简单的来说就是关于你的方向和你究竟要去到哪儿。 The two build a rapport, forming a friendship over the following weeks. The man was aware of the allegations Seth was facing and in an act of good faith, offered his new friend an opportunity. | So the mission, simply put, is about your direction and where exactly you're going. The two build a rapport, forming a friendship over the following weeks. The man was aware of the allegations Seth was facing and in an act of good faith, offered his new friend an opportunity. | |
CS_SEG_20250904_002031_334911 | He has received numerous professional honors, including the presidential citation from the State Bar of Texas in 1997 for his dedication to addressing basic legal needs of the indigent 下一章讲述金融市场中赌博及其悲惨后果的警示故事。 | 他已获得众多专业荣誉，包括1997年德克萨斯州律师协会颁发的总统嘉奖，以表彰他致力于解决贫困人士的基本法律需求 下一章讲述金融市场中赌博及其悲惨后果的警示故事。 | |
CS_SEG_20250904_002031_334617 | 红姐茅塞顿开，听说自己比过尔谦高，细平了些，随口问道，为什么你们的系主任薪水特别高呢？因为他是博士PHD. Like, it's torn Achilles. Like, you're not gonna ever sit there and say it's a good thing from that perspective. But I think what we saw when he wasn't there was how, like, how this roster still had a number of holes. And the defense is great. They can run the footb... | 红姐茅塞顿开，听说自己比过尔谦高，细平了些，随口问道，为什么你们的系主任薪水特别高呢？因为他是博士PHD。像，它撕裂了阿基里斯。像，你永远不会坐在那里并说从那个角度来看这是好事。但我觉得当他不在的时候我们看到的是，像，这支球队仍然有不少漏洞。而且防守很好。他们有时可以打橄榄球。 | |
CS_SEG_20250904_002031_335364 | 心中萌生反意拉拢党羽，准备干倒康熙。 Well, no, I just mean like, you know, this was like, I wrote a poem one time. It was like, there once was a man who lived in the woods. Everyone came to him cause he had the goods. Like it was those kind of poems. Oh, sure. However that works. So like that line and the next line and then a line and t... | 心中萌生反意拉拢党羽，准备干倒康熙。嗯，不，我只是说，你知道的，这就像，我曾经写过一首诗。就像，从前有个住在树林里的男人。大家都来找他，因为他有好东西。就像那种类型的诗。哦，当然。不过不管怎样。所以就像那句诗，然后下一句诗，然后再一句诗，再另一句诗。很好。 |
End of preview. Expand in Data Studio
Emilia-DPO
DPO preference pairs for English-Mandarin code-switching speech recognition, built by concatenating English and Chinese clips from the Emilia speech corpus (He et al., 2024).
These pairs train Audio LLMs with Direct Preference Optimization (DPO) to keep both languages when they transcribe code-switching speech, instead of translating or dropping one language. The paper trains MERaLiON-2-3B, Phi-4-multimodal-instruct and Qwen2-Audio-7B-Instruct on this dataset together with its companion.
- Paper: arXiv 2605.23975 (Interspeech 2026, DOI 10.21437/Interspeech.2026-110)
- Project page: https://ngquangtrung57.github.io/codeswitch-dpo-page/
- Collection: Code-Switching DPO
- Companion dataset: cs-dialogue-dpo
Construction
Each segment joins randomly sampled English and Chinese Emilia clips into one audio file, which gives inter-sentential code-switching at scale.
Each row pairs one code-switching audio clip with two transcriptions:
| Column | Content |
|---|---|
id |
Segment id |
audio |
English-Mandarin code-switching audio |
chosen |
Ground-truth transcription that keeps both languages |
rejected |
Flawed transcription that mimics a failure mode |
Qwen3-32B made each rejected transcription from the ground truth with one of two strategies:
- Global translation (80%): all Chinese is translated to English, or all English to Chinese (translation-instead-of-transcription).
- Partial translation (20%): only short spans are translated to the other language (partial language omission).
Example (partial translation):
- chosen:
基本每天就是做题刷题。It's so boring and dull. - rejected:
基本每天就是做题刷题。It's so 无聊 and dull.
Splits
| Split | Pairs |
|---|---|
| train | 86,971 (489.5 h) |
| test | 1,000 (EMILIA-test, in-distribution benchmark) |
The paper trains on the train splits of both datasets: 100,766 pairs, 566.8 hours.
Known issue
In 7,762 of 86,971 train rows (8.9%) and 91 of 1,000 test rows, rejected is identical to chosen: the generator returned the transcription unchanged. These pairs give no DPO training signal. We keep them so that this release matches the training set used in the paper. Filter them with ds.filter(lambda r: r["chosen"] != r["rejected"]) if you need only contrastive pairs. For evaluation on the test split, use chosen as the reference transcription.
Usage
from datasets import load_dataset
ds = load_dataset("ngqtrung/emilia-dpo")
print(ds["train"][0]["chosen"], "|", ds["train"][0]["rejected"])
Licence
This dataset derives from Emilia. Follow the licence terms of the original Emilia release (the Emilia subset is CC BY-NC 4.0). Use it for non-commercial research only.
Citation
@inproceedings{nguyen2026codeswitchdpo,
title = {Direct Preference Optimization for English-Mandarin Code-Switching Speech Recognition in Audio LLMs},
author = {Nguyen Quang Trung and Cheng Yi Lewis Won and Minh Duc Pham and Yingxu He and Shuo Sun and Ai Ti Aw},
booktitle = {Proc. Interspeech 2026},
year = {2026},
doi = {10.21437/Interspeech.2026-110}
}
Please also cite the source corpus (Emilia, He et al., 2024).
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