MGM-Omni
Collection
MGM-Omni: Scaling Omni LLMs to Personalized Long-Horizon Speech • 13 items • Updated • 11
Datasets:
id stringlengths 9 11 | category stringclasses 6
values | word_count int64 62 2.45k | language stringclasses 1
value | text stringlengths 330 16.4k | text_norm stringlengths 330 17.5k |
|---|---|---|---|---|---|
long_en_47 | talk_en | 100 | en | Or as the ballet dancer Alonzo King said, "What's interesting about you is you." For the true selves of companies to come through, openness is paramount, but radical openness is not a solution, because when everything is open, nothing is open. "A smile is a door that is half open and half closed," the author Jennifer E... | Or as the ballet dancer Alonzo King said, "What's interesting about you is you." For the true selves of companies to come through, openness is paramount, but radical openness is not a solution, because when everything is open, nothing is open. "A smile is a door that is half open and half closed," the author Jennifer E... |
long_en_17 | talk_en | 108 | en | He did not know how long he would wait. The wait could have been a minute. The executioner could have come the next day. Or it could have taken 30 years. The wait had no end. And in the midst of the excruciating pain, the mental torture, the many unanswered questions, he knew he was not. He refused to play the role of ... | He did not know how long he would wait. The wait could have been a minute. The executioner could have come the next day. Or it could have taken thirty years. The wait had no end. And in the midst of the excruciating pain, the mental torture, the many unanswered questions, he knew he was not. He refused to play the role... |
long_en_16 | talk_en | 120 | en | And this lesson is not reserved. Things like questioning and critical thinking are things that any student or background or language or income. Also, deliberate avoidance speaks volumes to our students because kids notice when their teachers leave out the voices and experiences. Silence speaks volumes. I recently asked... | And this lesson is not reserved. Things like questioning and critical thinking are things that any student or background or language or income. Also, deliberate avoidance speaks volumes to our students because kids notice when their teachers leave out the voices and experiences. Silence speaks volumes. I recently asked... |
long_en_55 | talk_en | 175 | en | By 2015, that sidestep was so successful that we actually incorporated, and I started hiring other working moms that had left the traditional workforce. This group of powerful women effectively doubled our business 100 percent by word of mouth, till ultimately, we were acquired in 2018 by the largest media brand. And w... | By two thousand fifteen, that sidestep was so successful that we actually incorporated, and I started hiring other working moms that had left the traditional workforce. This group of powerful women effectively doubled our business one hundred percent by word of mouth, till ultimately, we were acquired in two thousand e... |
long_en_25 | talk_en | 196 | en | Now, I haven't met most of you but I feel a really good vibe in the room. And so I think I'd like. What do you think? Yes? Great, so many new friends. So we're going to go to this cafe. They serve sandwiches. And the sandwiches are really delicious. But I have to tell you that sometimes. And we don't know why. Because ... | Now, I haven't met most of you but I feel a really good vibe in the room. And so I think I'd like. What do you think? Yes? Great, so many new friends. So we're going to go to this cafe. They serve sandwiches. And the sandwiches are really delicious. But I have to tell you that sometimes. And we don't know why. Because ... |
long_en_22 | talk_en | 122 | en | A few years ago, I was taking care of a woman. I wanted her to be seen in a clinic. I made the appointment myself, because, I knew if I did it, she would get an appointment right away. The clinic was about an hour and a half. But she took down the address. Unfortunately, she didn't. When I spoke to the psychiatrist. Th... | A few years ago, I was taking care of a woman. I wanted her to be seen in a clinic. I made the appointment myself, because, I knew if I did it, she would get an appointment right away. The clinic was about an hour and a half. But she took down the address. Unfortunately, she didn't. When I spoke to the psychiatrist. Th... |
long_en_19 | talk_en | 83 | en | But last year we did just five, and the year before that, we did five. So, let's just take. The United Nations Intergovernmental has looked at the carbon content and nuclear comes out really low --. And nuclear obviously 24 hours a day, seven days a week. During a year, a single plant can provide. What's interesting is... | But last year we did just five, and the year before that, we did five. So, let's just take. The United Nations Intergovernmental has looked at the carbon content and nuclear comes out really low --. And nuclear obviously twenty four hours a day, seven days a week. During a year, a single plant can provide. What's inter... |
long_en_39 | talk_en | 304 | en | We need to make the climate crisis change our habits a bit as a result. Secondly, we need to get angry. And thirdly, we need to imagine. ZK: Every year I can see more focus that are needed. LT: Renewable energy. HM: There is a strong. It makes investment sense. HL: China is adding an astonishing amount. RN: It's cheape... | We need to make the climate crisis change our habits a bit as a result. Secondly, we need to get angry. And thirdly, we need to imagine. ZK: Every year I can see more focus that are needed. LT: Renewable energy. HM: There is a strong. It makes investment sense. HL: China is adding an astonishing amount. RN: It's cheape... |
long_en_33 | talk_en | 269 | en | And this pressure forces the seawater through a membrane. This takes energy, producing clean water. But we're also left with a concentrated salt solution, or brine. But the process is very expensive. And it's cost-prohibitive for many countries around the globe. And also, the brine that's produced is oftentimes just pu... | And this pressure forces the seawater through a membrane. This takes energy, producing clean water. But we're also left with a concentrated salt solution, or brine. But the process is very expensive. And it's cost-prohibitive for many countries around the globe. And also, the brine that's produced is oftentimes just pu... |
long_en_41 | talk_en | 513 | en | Here you can see the plate holding it, and you can see the implants being put in -- so that in one operation we achieve this and this. So the patient's life is restored. That's the good news. However, his chin skin doesn't look the same as it did before. It's skin from his back. It's thicker, it's darker, it's coarser,... | Here you can see the plate holding it, and you can see the implants being put in -- so that in one operation we achieve this and this. So the patient's life is restored. That's the good news. However, his chin skin doesn't look the same as it did before. It's skin from his back. It's thicker, it's darker, it's coarser,... |
long_en_64 | speech_en | 114 | en | During the implementation period, this complicates to some extent the analysis of financial statements from a financial stability perspective, given that IFRS and nonIFRS accounts are not directly comparable. Consequently, in order to ensure a consistent analysis, the large banks are analysed in two sub-groups dependin... | During the implementation period, this complicates to some extent the analysis of financial statements from a financial stability perspective, given that IFRS and nonIFRS accounts are not directly comparable. Consequently, in order to ensure a consistent analysis, the large banks are analysed in two sub-groups dependin... |
long_en_56 | talk_en | 325 | en | In the words of Bryan Stevenson, You see, it's just harder. "Tell me more about why you feel." Twenty years ago, we rarely identified each other. As for me, I'm a father. I'm an NBA fan. I'm a terrible aspiring bassist in a band. I'm a Utahn. I'm an American. How about you? You see, if we look, we can actually find sha... | In the words of Bryan Stevenson, You see, it's just harder. "Tell me more about why you feel." Twenty years ago, we rarely identified each other. As for me, I'm a father. I'm an NBA fan. I'm a terrible aspiring bassist in a band. I'm a Utahn. I'm an American. How about you? You see, if we look, we can actually find sha... |
long_en_7 | talk_en | 322 | en | Transcriber: Joseph Geni. When I was 27 years old, I left a very demanding job for a job that was even more. I went to teach seventh graders math in the New York City public schools. And like any teacher, I gave out homework assignments. When the work came back. What struck me was that IQ between my best and my worst s... | Transcriber: Joseph Geni. When I was twenty-seven years old, I left a very demanding job for a job that was even more. I went to teach seventh graders math in the New York City public schools. And like any teacher, I gave out homework assignments. When the work came back. What struck me was that IQ between my best and ... |
long_en_12 | talk_en | 368 | en | We are addicted, because we see so we go in and add fuel to the fire, and the daily active usage goes up, and there's more ad revenue there, but we all get angrier with each other. How do you define ... "Daily active usage" seems like a really. JD: Taken alone, it is. But you didn't let me, which is, we're watching for... | We are addicted, because we see so we go in and add fuel to the fire, and the daily active usage goes up, and there's more ad revenue there, but we all get angrier with each other. How do you define ... "Daily active usage" seems like a really. JD: Taken alone, it is. But you didn't let me, which is, we're watching for... |
long_en_6 | talk_en | 521 | en | What I'm about to share with you of the brains of more than 1,000. Now, these were children from diverse homes, and this picture is an average. The front of this average brain, and the back of this average brain. Now, one of the things was the surface area, or the thin, wrinkly layer that does most. And that's because ... | What I'm about to share with you of the brains of more than one thousand. Now, these were children from diverse homes, and this picture is an average. The front of this average brain, and the back of this average brain. Now, one of the things was the surface area, or the thin, wrinkly layer that does most. And that's b... |
long_en_44 | talk_en | 344 | en | In an online interview with the director Jamie Franklin, he said, "The US forces dropped over two million." If they couldn't find there were free-drop areas in Laos before going back to base, because it's dangerous to land. According to the International in Laos alone -- one of the poorest nine to 27 million unexploded... | In an online interview with the director Jamie Franklin, he said, "The US forces dropped over two million." If they couldn't find there were free-drop areas in Laos before going back to base, because it's dangerous to land. According to the International in Laos alone -- one of the poorest nine to twenty seven million ... |
long_en_70 | speech_en | 163 | en | If you fall asleep, the enemy may come and kill you.’ And his grizzled platoon sergeant said, ‘That’s not the message for these Marines, sir. They’ve been in this fight so long, they don’t care that much about themselves. You need to tell them that if they fall asleep, the enemy is going to come and kill their buddies.... | If you fall asleep, the enemy may come and kill you.’ And his grizzled platoon sergeant said, ‘That’s not the message for these Marines, sir. They’ve been in this fight so long, they don’t care that much about themselves. You need to tell them that if they fall asleep, the enemy is going to come and kill their buddies.... |
long_en_60 | speech_en | 257 | en | It also reviews some issues related to the eventual exit from such measures. An estimate of potential write-downs for the period from the beginning of 2007 until end-2010 related to the financial market turmoil for euro area banks was published in the June 2009 FSR, along with the methodology that was used to make the ... | It also reviews some issues related to the eventual exit from such measures. An estimate of potential write-downs for the period from the beginning of two thousand seven until end-two thousand ten related to the financial market turmoil for euro area banks was published in the June two thousand nine FSR, along with the... |
long_en_5 | talk_en | 472 | en | Of course, Medicaid is funded so you might be wondering. Well, we're cheaper than the alternatives. Some of our patients which can cost thousands. Some may stay home. But most would try to make an appointment called the Federally. This is a nationwide network that receive twice as much than private doctors like me. Not... | Of course, Medicaid is funded so you might be wondering. Well, we're cheaper than the alternatives. Some of our patients which can cost thousands. Some may stay home. But most would try to make an appointment called the Federally. This is a nationwide network that receive twice as much than private doctors like me. Not... |
long_en_50 | talk_en | 398 | en | You still matter. There's also a microphone that's listening to the aggregate laughter and applause and booing -- I hope not -- to help make some of its next decisions. Right, so, let the robot stand-up comedy begin. Data: Hello TEDWomen. It's an honor to be here. You guys are looking good out there. Ready for some jok... | You still matter. There's also a microphone that's listening to the aggregate laughter and applause and booing -- I hope not -- to help make some of its next decisions. Right, so, let the robot stand-up comedy begin. Data: Hello TEDWomen. It's an honor to be here. You guys are looking good out there. Ready for some jok... |
long_en_49 | talk_en | 532 | en | Time has come to stop thinking about sub-Saharan Africa as one place. Their countries are so different, and they merit to be recognized in the same way, as we don't talk about Europe as one place. I can tell you that the economy in Greece and Sweden are very different -- everyone knows that. And they are judged, each c... | Time has come to stop thinking about sub-Saharan Africa as one place. Their countries are so different, and they merit to be recognized in the same way, as we don't talk about Europe as one place. I can tell you that the economy in Greece and Sweden are very different -- everyone knows that. And they are judged, each c... |
long_en_10 | talk_en | 582 | en | Now, that study was with but it's important because it shows can be extended to humans. And with humans, you can test whether destroying does anything to. And this is really interesting. Even though people while the memory was in edit mode were no longer afraid they could still describe the relationship between the cue... | Now, that study was with but it's important because it shows can be extended to humans. And with humans, you can test whether destroying does anything to. And this is really interesting. Even though people while the memory was in edit mode were no longer afraid they could still describe the relationship between the cue... |
long_en_11 | talk_en | 806 | en | Memory is such an everyday thing. We all remember what we had or what we did last weekend. It's only when memory starts to fail that we appreciate just how amazing it is and how much we allow. But memory is not always a good thing. As the American poet and clergyman, "As memory may be a paradise, it may also be a hell.... | Memory is such an everyday thing. We all remember what we had or what we did last weekend. It's only when memory starts to fail that we appreciate just how amazing it is and how much we allow. But memory is not always a good thing. As the American poet and clergyman, "As memory may be a paradise, it may also be a hell.... |
long_en_45 | talk_en | 535 | en | When was the last time in a city with new buildings? I want to talk to you about the problem that we all know exists. We're increasingly surrounded. I believe we're living through. With a few exceptions, we all know that new buildings. Everywhere is the same. Dull, flat, straight, shiny. Inhuman. They're what my daught... | When was the last time in a city with new buildings? I want to talk to you about the problem that we all know exists. We're increasingly surrounded. I believe we're living through. With a few exceptions, we all know that new buildings. Everywhere is the same. Dull, flat, straight, shiny. Inhuman. They're what my daught... |
long_en_30 | talk_en | 422 | en | It is a dream of mankind. Birds are very agile. They fly, not with rotating components, so they fly only by flapping their wings. So we looked at the birds, and we tried to make a model and it must have excellent that would fly by its own. So what would be better than to use circling and swooping over the sea, and to u... | It is a dream of mankind. Birds are very agile. They fly, not with rotating components, so they fly only by flapping their wings. So we looked at the birds, and we tried to make a model and it must have excellent that would fly by its own. So what would be better than to use circling and swooping over the sea, and to u... |
long_en_32 | talk_en | 565 | en | Saida Aden Said: I still have. I could see people falling down, gunshots. I was so terrified. Really, I was crying a lot. Someone who knew my father and my mom: "Let's go! Let's go! Let's go!" And I was like, "Where's my mom?" Noria Dambrine Dusabireme: we would hear guns. Elections were supposed to happen. We had youn... | Saida Aden Said: I still have. I could see people falling down, gunshots. I was so terrified. Really, I was crying a lot. Someone who knew my father and my mom: "Let's go! Let's go! Let's go!" And I was like, "Where's my mom?" Noria Dambrine Dusabireme: we would hear guns. Elections were supposed to happen. We had youn... |
long_en_18 | talk_en | 522 | en | I want you to envision generated by artificial intelligence. When most of us think of AI art, I bet we're imagining something like this. We're all probably picturing Today, with machine learning models like we've seen AI produce everything to imaginary influencers to entirely foreign. AI as a technology is fascinating ... | I want you to envision generated by artificial intelligence. When most of us think of AI art, I bet we're imagining something like this. We're all probably picturing Today, with machine learning models like we've seen AI produce everything to imaginary influencers to entirely foreign. AI as a technology is fascinating ... |
long_en_36 | talk_en | 823 | en | Think of a hard choice. It might be between two careers -- artist and accountant -- or places to live -- or even between two people to marry -- you could marry Betty. Or it might be a choice to have an ailing parent move in with you, to raise your child in a religion but leaves you cold. Or whether to donate. Chances a... | Think of a hard choice. It might be between two careers -- artist and accountant -- or places to live -- or even between two people to marry -- you could marry Betty. Or it might be a choice to have an ailing parent move in with you, to raise your child in a religion but leaves you cold. Or whether to donate. Chances a... |
long_en_43 | talk_en | 876 | en | I can describe it very simply. I can describe it in my arms, right? So all I did was take my hand and then I move my hand. I can describe it, whoa, in my head, you know? Whoa. Okay. I can do also my shoulder, yeah? It gives me something to do, something to work towards. If I were to take that letter "T" and flatten it ... | I can describe it very simply. I can describe it in my arms, right? So all I did was take my hand and then I move my hand. I can describe it, whoa, in my head, you know? Whoa. Okay. I can do also my shoulder, yeah? It gives me something to do, something to work towards. If I were to take that letter "T" and flatten it ... |
long_en_61 | speech_en | 561 | en | The Brookings Papers on Economic Activity (BPEA) is a semi-annual academic conference and journal that pairs rigorous research with real-time policy analysis to address the most urgent economic challenges of the day. Working drafts of the papers are presented and discussed at conferences typically held twice each year,... | The Brookings Papers on Economic Activity (BPEA) is a semi-annual academic conference and journal that pairs rigorous research with real-time policy analysis to address the most urgent economic challenges of the day. Working drafts of the papers are presented and discussed at conferences typically held twice each year,... |
long_en_27 | talk_en | 349 | en | Let me take you on a journey, a journey. Let me take you on a journey, a journey of regenerating dirt into. Of regenerating dirt into soil. My career began in soil. My career began in 1983 when I moved on to my in-laws. 1983 when I moved on to my in-laws farming operation. I was influenc by farming operation. I was inf... | Let me take you on a journey, a journey. Let me take you on a journey, a journey of regenerating dirt into. Of regenerating dirt into soil. My career began in soil. My career began in nineteen eighty three when I moved on to my in-laws. nineteen eighty three when I moved on to my in-laws farming operation. I was influe... |
long_en_76 | speech_en | 186 | en | The second perspective regards the use of the NSFR as a stand-alone macro-prudential tool, together with its potential trigger mechanism and its use in the current low yield environment. The securitisation market seized up with the onset of the financial crisis and has remained severely impaired since then. Many factor... | The second perspective regards the use of the NSFR as a stand-alone macro-prudential tool, together with its potential trigger mechanism and its use in the current low yield environment. The securitisation market seized up with the onset of the financial crisis and has remained severely impaired since then. Many factor... |
long_en_24 | talk_en | 620 | en | What can we learn from children? They're fiercely loyal to their friends, fast to defend, quick to apologize and swift to forgive. But as a past kindergarten teacher -- always a kindergarten teacher at heart -- I want to share with you a surprising lesson I learned from them. I love human behaviors -- how we act differ... | What can we learn from children? They're fiercely loyal to their friends, fast to defend, quick to apologize and swift to forgive. But as a past kindergarten teacher -- always a kindergarten teacher at heart -- I want to share with you a surprising lesson I learned from them. I love human behaviors -- how we act differ... |
long_en_38 | talk_en | 746 | en | Isn’t learning fun? I absolutely love it. For the past 15 years, I have been. And I've been a coach for the last five. The people that I usually work with and I really love working with these folks because, like them, and I've been to school three times. But I still remember I almost quit, the first semester. By midter... | Isn’t learning fun? I absolutely love it. For the past fifteen years, I have been. And I've been a coach for the last five. The people that I usually work with and I really love working with these folks because, like them, and I've been to school three times. But I still remember I almost quit, the first semester. By m... |
long_en_52 | talk_en | 857 | en | But I wasn't born into hate; in fact, it was quite the opposite. I had a relatively normal childhood. My parents are Italian immigrants who came to the United States and settled on the South Side of Chicago, where they eventually met, and opened a small beauty shop. Right after I was born. They struggled to survive wit... | But I wasn't born into hate; in fact, it was quite the opposite. I had a relatively normal childhood. My parents are Italian immigrants who came to the United States and settled on the South Side of Chicago, where they eventually met, and opened a small beauty shop. Right after I was born. They struggled to survive wit... |
long_en_90 | speech_en | 171 | en | Systems that can generalize, learn from experience, and adapt to new circumstances have the potential to reach higher levels of performance than systems that must be modified manually to deal with situations their designers did not anticipate. Virtually all high-impact application systems can be more powerful if they c... | Systems that can generalize, learn from experience, and adapt to new circumstances have the potential to reach higher levels of performance than systems that must be modified manually to deal with situations their designers did not anticipate. Virtually all high-impact application systems can be more powerful if they c... |
long_en_84 | speech_en | 158 | en | There is a broad consensus that macro stress tests are a useful tool for making such assessments and, accordingly, the authorities in almost all euro area and non-euro area EU Member States in central and eastern Europe have carried out such exercises in the course of 2009. The nature of the stress tests conducted diff... | There is a broad consensus that macro stress tests are a useful tool for making such assessments and, accordingly, the authorities in almost all euro area and non-euro area EU Member States in central and eastern Europe have carried out such exercises in the course of two thousand nine. The nature of the stress tests c... |
long_en_4 | talk_en | 754 | en | Well, at the farm, cash is king. It's a business. I'm a farmer myself. I raise cattle, grow corn, I bale hay. But I'm also a banker. And I've financed farmers. I actually had the honor of large and small farmers. Not many farmers there. Well, one thing I can assure you. Profits are very small. You are dependent on the ... | Well, at the farm, cash is king. It's a business. I'm a farmer myself. I raise cattle, grow corn, I bale hay. But I'm also a banker. And I've financed farmers. I actually had the honor of large and small farmers. Not many farmers there. Well, one thing I can assure you. Profits are very small. You are dependent on the ... |
long_en_69 | speech_en | 307 | en | As the structures of financial instruments have become increasingly complex, market participants need instruments which allow them to trade volatility in order to hedge structured transactions or to take purely directional views on volatility. While "plain vanilla" options contracts on underlying assets provide exposur... | As the structures of financial instruments have become increasingly complex, market participants need instruments which allow them to trade volatility in order to hedge structured transactions or to take purely directional views on volatility. While "plain vanilla" options contracts on underlying assets provide exposur... |
long_en_68 | speech_en | 296 | en | Over the few months following the default of Lehman Brothers, conditions in the European corporate bond market deteriorated significantly. This box, after discussing the concept and the main drivers of the bond-CDS basis, examines why this measure may be a good indicator of overall conditions in the corporate bond mark... | Over the few months following the default of Lehman Brothers, conditions in the European corporate bond market deteriorated significantly. This box, after discussing the concept and the main drivers of the bond CDS basis, examines why this measure may be a good indicator of overall conditions in the corporate bond mark... |
long_en_54 | talk_en | 771 | en | When I was hired, I specifically chose to work at McPherson because I understand what it's like where substance use disorder. And I wanted to use as a guide for my work. But before I get to that, I want to share what it was like to witness this epidemic. Like many other communities, We began to take notice addresses fr... | When I was hired, I specifically chose to work at McPherson because I understand what it's like where substance use disorder. And I wanted to use as a guide for my work. But before I get to that, I want to share what it was like to witness this epidemic. Like many other communities, We began to take notice addresses fr... |
long_en_59 | talk_en | 691 | en | There's also Grameen in Bangladesh, the Self-employed founded by activist Ela Bhatt. 100 percent-for-purpose organizations combine the best of the for-profit. They can be organizations truly devoted while still operating sustainably. They also avoid the pitfalls constantly having to beg for money or having to put share... | There's also Grameen in Bangladesh, the Self-employed founded by activist Ela Bhatt. one hundred percent-for-purpose organizations combine the best of the for-profit. They can be organizations truly devoted while still operating sustainably. They also avoid the pitfalls constantly having to beg for money or having to p... |
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Long-TTS-Eval Dataset (MGM-Omni Benchmark)
This repository hosts the Long-TTS-Eval dataset, a benchmark released as part of the MGM-Omni project. It is designed for evaluating long-form and complex Text-to-Speech (TTS) capabilities, as well as speech and audio understanding in both English and Chinese.
- Paper: MGM-Omni: Scaling Omni LLMs to Personalized Long-Horizon Speech
- GitHub: https://github.com/dvlab-research/MGM-Omni
- Demo: https://huggingface.co/spaces/wcy1122/MGM-Omni
Dataset Description
The Long-TTS-Eval dataset is structured to facilitate comprehensive evaluation across different scenarios and languages. It includes the following splits:
long_tts_eval_en: Contains data for evaluating English long-form TTS.long_tts_eval_zh: Contains data for evaluating Chinese long-form TTS.hard_tts_eval_en: Contains data for evaluating English TTS on challenging, complex cases.hard_tts_eval_zh: Contains data for evaluating Chinese TTS on challenging, complex cases.
Each data entry in the dataset includes:
id(string): Unique identifier for the sample.category(string): The category of the text content.word_count(int64): The number of words in the text.language(string): The language of the text (eitherenfor English orzhfor Chinese).text(string): The original text content.text_norm(string): The normalized version of the text content.
Usage
Please refer here for the utilization of Long-TTS-Eval.
Evaluation Results
| Model | Date | Model Size | EN WER↓ | ZH CER↓ | EN-hard WER↓ | ZH-hard WER↓ |
|---|---|---|---|---|---|---|
| CosyVoice2(chunk) | 2024-12 | 0.5B | 14.80 | 5.27 | 42.48 | 32.76 |
| MOSS-TTSD-v0.5 | 2025-06 | 6B | 8.69 | 6.82 | 62.61 | 62.97 |
| HiggsAudio-v2 | 2025-07 | 6B | 27.09 | 31.39 | 98.61 | 98.85 |
| MGM-Omni | 2025-08 | 2B | 4.98 | 5.58 | 26.26 | 23.58 |
Citation
If you find this repo useful for your research, we would appreciate it if you could cite our work 😊:
@article{wang2025mgm,
title={MGM-Omni: Scaling Omni LLMs to Personalized Long-Horizon Speech},
author={Wang, Chengyao and Zhong, Zhisheng and Peng, Bohao and Yang, Senqiao and Liu, Yuqi and Gui, Haokun and Xia, Bin and Li, Jingyao and Yu, Bei and Jia, Jiaya},
journal={arXiv:2509.25131},
year={2025}
}
@inproceedings{zhong2025lyra,
title={Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition},
author={Zhong, Zhingsheng and Wang, Chengyao and Liu, Yuqi and Yang, Senqiao and Tang, Longxiang and Zhang, Yuechen and Li, Jingyao and Qu, Tianyuan and Li, Yanwei and Chen, Yukang and Yu, Shaozuo and Wu, Sitong and Lo, Eric and Liu, Shu and Jia, Jiaya},
booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
year={2025}
}
@article{li2024mgm,
title={Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models},
author={Li, Yanwei and Zhang, Yuechen and Wang, Chengyao and Zhong, Zhisheng and Chen, Yixin and Chu, Ruihang and Liu, Shaoteng and Jia, Jiaya},
journal={arXiv:2403.18814},
year={2024}
}
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