๐ฅ Keynote Replay | 2nd MLC-SLM Workshop
Speech is more than just words. How can AI models move beyond transcription to better understand long-form speech and conversations?
At the 2nd MLC-SLM Workshop, held alongside INTERSPEECH 2026, Dr. Jinyu Li, Partner Applied Science Manager at Microsoft, IEEE Fellow, and 2026 ISCA Fellow, delivered an insightful keynote:
๐ค "Long-form Speech Modeling: Beyond Transcription"
As Speech AI continues to advance, modeling long-form speech presents new challenges and opportunities beyond traditional speech recognition. Dr. Li's talk explores the evolving direction of speech modeling and the importance of capturing richer information from spoken language.
๐บ The full keynote is now available on YouTube! Watch the replay and explore what's next for Speech AI.
๐ youtu.be/iW9oJLd6M78
#INTERSPEECH2026 #MLCSLM #SpeechAI #SpeechLLM #LongFormSpeech #SpeechRecognition #ConversationalAI #AIResearch #Nexdata
๐ฅ Keynote Replay | 2nd MLC-SLM Workshop
How can we make foundation models better aligned with human needs, preferences, and expectations?
At the 2nd MLC-SLM Workshop, held alongside INTERSPEECH 2026, Prof. Shinnosuke Takamichi, Associate Professor at Keio University, Japan, delivered an insightful keynote:
๐ค "Aligning Foundation Models with Humans"
As foundation models continue to advance, aligning AI systems with human expectations is becoming increasingly important. Drawing on his expertise in speech and audio processing, Prof. Takamichi explored the relationship between foundation models and humans, offering valuable perspectives on the future of human-centered AI.
๐บ The full keynote is now available on YouTube! Watch the replay and revisit the discussion.
๐ youtu.be/wCULh0Hh7FI
#INTERSPEECH2026 #MLCSLM #SpeechAI #FoundationModels #HumanCenteredAI #SpeechResearch #GenerativeAI #AIResearch #Nexdata
๐ฅ Keynote Replay | 2nd MLC-SLM Workshop
Are higher benchmark scores always a sign of better AI models? What can model evaluations tell us beyond the numbers?
At the 2nd MLC-SLM Workshop, held alongside INTERSPEECH 2026, Prof. Hung-yi Lee, Professor at National Taiwan University (NTU) and ISCA Fellow, delivered an insightful keynote:
๐ค "Beyond the Benchmark Score: Lessons from Evaluating Models"
As AI models continue to evolve, evaluating their capabilities goes far beyond comparing benchmark scores. Prof. Lee's talk explores the lessons learned from model evaluation and raises important questions about how we measure AI progress.
๐บ Missed the session? Watch the full keynote on YouTube and revisit the discussion!
๐youtu.be/0sAFZKBXXQ8
#INTERSPEECH2026 #MLCSLM #SpeechAI #ModelEvaluation #AIResearch #Benchmarking #LLM #Nexdata
Five synchronized devices. 10,000 hours of human manipulation data.
Nexdata recently completed an Ego-Exo data collection project for a leading AI company, capturing real tasks across factories, warehouses, and other working environments for robot learning.
Each setup combined a stereo head-mounted device, two wrist cameras, and two external camerasโconnecting close-up handโobject interactions with full-body movements.
From scene diversity to synchronization and quality checks, what does collection at this scale involve?
Read the case study ๐
nexdata.ai/company/news/1478โฆ
#Nexdata #PhysicalAI #RobotLearning #Robotics #EgocentricData #EgoExo #HumanDemonstration #DataCollection #AITrainingData
How can continuous autoregressive modeling advance speech generation?
At the 2nd MLC-SLM Workshop, Professor Kai Yu of Shanghai Jiao Tong UniversityโISCA Fellow (2025) and IEEE Fellow (2026)โshared his insights in โContinuous Autoregressive Foundation Model for Speech Generation.โ
Watch the full presentation on YouTube to explore the approach and its potential for next-generation speech models.
โถ๏ธ Watch here: youtube.com/watch?v=Jo3pE8hNโฆ
#SpeechAI #SpeechGeneration #AutoregressiveModels #FoundationModels #SpeechTechnology #ISCA #MLCSLM #Nexdata
Building Speech AI for different languages and real-world conversations starts with the right training data.
In her presentation at the 2nd MLC-SLM Workshop, Nexdata Sales Manager You Wu introduces our Speech AI Data Solution, covering multilingual speech datasets, Bespoke data collection, and annotation services.
The full talk is now on YouTube. Explore how we support the data needs of advanced Speech AI models.
โถ๏ธ Watch here: youtu.be/qdxiOqYndQc
#SpeechAI #MultilingualAI #SpeechData #TrainingData #DataCollection #DataAnnotation #MLCSLM #Nexdata
Building a Physical AI data pipeline means getting hardware, software, and data operations to work together.
Nexdata brings collection devices, data management and annotation platforms, and Bespoke services into one integrated solutionโavailable as individual components or a turnkey deployment.
๐ Click link to explore how we help teams capture, manage, and scale their Physical AI training data.
nexdata.ai/company/news/1476โฆ
#PhysicalAI #Robotics #RobotLearning #EmbodiedIntelligence #DataCollection #DataAnnotation #TrainingData #Nexdata
๐ฅ Keynote Replay | 2nd MLC-SLM Workshop
In the era of Large Language Models (LLMs), what compelling research challenges remain for the speech community?
At the 2nd MLC-SLM Workshop, held alongside INTERSPEECH 2026, Prof. Yonghong Yan, Chief Scientist at the Institute of Acoustics, Chinese Academy of Sciences, delivered a thought-provoking keynote:
๐ค "In the LLM Era: Do Speech Researchers Still Have Compelling R&D Topics?"
With decades of experience in speech signal processing and recognition, Prof. Yan shared his perspectives on the evolving landscape of speech research and the opportunities that remain in the age of LLMs.
๐บ The full keynote is now available on YouTube! Watch the replay and explore the future of speech research.
Link here: youtu.be/ys2yr75L_Co
#MLCSLM #INTERSPEECH2026 #SpeechAI #LLM #SpeechResearch #Nexdata
๐ฅ Missed Nexdata's presentation at IROS 2026? The full talk is now available on YouTube!
At IROS 2026 in Pittsburgh, Nexdata presented our Physical AI Data Solution, showcasing how an integrated, end-to-end data pipeline can accelerate robotics development.
From proprietary data collection devices and large-scale data collection to data management, annotation, and model-ready datasets, Nexdata provides a one-stop Physical AI Data Solution designed to streamline the entire workflow.
Our presentation highlights:
๐น Teleoperation, Ego-Centric & UMI Data Collection
๐น Simulation Data & Scan-to-Sim
๐น Proprietary Data Collection Devices
๐น Integrated Data Management & Annotation Platforms
Whether you're building VLA models or advancing robotic manipulation, discover how Nexdata supports scalable, high-quality Physical AI data production.
โถ๏ธ Watch the full presentation on YouTube: youtu.be/VDSaC6MpS7M
#Nexdata #IROS2026 #PhysicalAI #Robotics #RobotLearning #AIData
INTERSPEECH 2026 has wrapped up โ but the conversation doesnโt end here.
On October 2, the 2nd MLC-SLM Workshop will continue the discussion at ICC Sydney, bringing together leading researchers to share new perspectives on speech modeling, generation, evaluation, and foundation models.
This yearโs keynote lineup includes:
๐ค ๐ฌ๐ผ๐ป๐ด๐ต๐ผ๐ป๐ด ๐ฌ๐ฎ๐ป
๐๐ฉ๐ข๐ต ๐๐ญ๐ด๐ฆ ๐๐ข๐ฏ ๐๐ฆ ๐๐ฐ ๐ช๐ฏ ๐ต๐ฉ๐ฆ ๐๐ณ๐ข ๐ฐ๐ง ๐๐ข๐ณ๐จ๐ฆ ๐๐ฐ๐ฅ๐ฆ๐ญ๐ด
๐ค ๐๐ถ๐ป๐๐ ๐๐ถ
๐๐ฐ๐ฏ๐จ-๐ง๐ฐ๐ณ๐ฎ ๐๐ฑ๐ฆ๐ฆ๐ค๐ฉ ๐๐ฐ๐ฅ๐ฆ๐ญ๐ช๐ฏ๐จ: ๐๐ฆ๐บ๐ฐ๐ฏ๐ฅ ๐๐ณ๐ข๐ฏ๐ด๐ค๐ณ๐ช๐ฑ๐ต๐ช๐ฐ๐ฏ
๐ค ๐๐ฎ๐ถ ๐ฌ๐
๐๐ฐ๐ฏ๐ต๐ช๐ฏ๐ถ๐ฐ๐ถ๐ด ๐๐ถ๐ต๐ฐ๐ณ๐ฆ๐จ๐ณ๐ฆ๐ด๐ด๐ช๐ท๐ฆ ๐๐ฐ๐ถ๐ฏ๐ฅ๐ข๐ต๐ช๐ฐ๐ฏ ๐๐ฐ๐ฅ๐ฆ๐ญ ๐ง๐ฐ๐ณ ๐๐ฑ๐ฆ๐ฆ๐ค๐ฉ ๐๐ฆ๐ฏ๐ฆ๐ณ๐ข๐ต๐ช๐ฐ๐ฏ
๐ค ๐๐๐ป๐ด-๐๐ถ ๐๐ฒ๐ฒ
๐๐ฆ๐บ๐ฐ๐ฏ๐ฅ ๐ต๐ฉ๐ฆ ๐๐ฆ๐ฏ๐ค๐ฉ๐ฎ๐ข๐ณ๐ฌ ๐๐ค๐ฐ๐ณ๐ฆ: ๐๐ฆ๐ด๐ด๐ฐ๐ฏ๐ด ๐ง๐ณ๐ฐ๐ฎ ๐๐ท๐ข๐ญ๐ถ๐ข๐ต๐ช๐ฏ๐จ ๐๐ฐ๐ฅ๐ฆ๐ญ๐ด
๐ค ๐ฆ๐ต๐ถ๐ป๐ป๐ผ๐๐๐ธ๐ฒ ๐ง๐ฎ๐ธ๐ฎ๐บ๐ถ๐ฐ๐ต๐ถ
๐ด๐๐๐๐๐๐๐ ๐น๐๐ข๐๐๐๐ก๐๐๐ ๐๐๐๐๐๐ ๐ค๐๐ก๐ ๐ป๐ข๐๐๐๐
Beyond the keynote sessions, the workshop will also feature the 2nd MLC-SLM Challenge Summary & Awards, oral presentations, poster sessions, and more discussions around multilingual conversational speech and Speech LLMs.
๐
October 2, 2026
๐ ICC Sydney | C2.2 & C2.3
Official registration has closed, but on-site registration is still available.
Still in Sydney after INTERSPEECH? Join us for another full day of research, ideas, and conversations around the future of speech and language AI.
#INTERSPEECH2026 #MLCSLM #SpeechAI #SpeechLL #ConversationalAI #MultilingualAI #FoundationModels #Nexdata
Day 1 at IROS 2026 has wrapped up! ๐ค
It was a busy first day in Pittsburgh, with great conversations around Physical AI, robot learning, and Ego-Centric data.
At the Nexdata booth, our multi-scenario Ego-Centric data drew strong interest from researchers and industry experts. We had many discussions around how Ego data can capture human interactions and task execution across diverse environments, including homes, factories, offices, retail stores, warehouses, and more.
A great start to IROS 2026 โ and thereโs much more to come.
๐ Nexdata | Booth #640
๐
IROS 2026 | Pittsburgh
Stop by our booth to explore our latest Physical AI data solutions and see the Ego-Centric data capture device in action.
#IROS2026 #Nexdata #PhysicalAI #EgoCentric #Robotics #RobotLearning #AIData
Day 1 at INTERSPEECH 2026 has wrapped up! ๐๏ธ
It was a great start in Sydney, with lively conversations throughout the day around multilingual speech, conversational AI, Speech LLMs, and the future of human-machine interaction.
At the Nexdata booth, we were glad to meet researchers, professors, and industry experts from around the world. Multi-speaker conversations and multilingual speech were among the topics that sparked particularly active discussions, with many interesting perspectives shared on data, models, and emerging research directions.
And this is just the beginning.
๐ Nexdata | Booth #E5
๐
INTERSPEECH 2026 | Sydney
If youโre attending INTERSPEECH, stop by Booth #E5 and continue the conversation with us!
#INTERSPEECH2026 #Nexdata #ConversationalAI #SpeechAI #SpeechLLM #MultilingualAI
A special moment at ๐๐ก๐ง๐๐ฅ๐ฆ๐ฃ๐๐๐๐ ๐ฎ๐ฌ๐ฎ๐ฒ today โ congratulations to ๐๐ถ๐ป๐๐ ๐๐ถย on receiving his ๐ฎ๐ฌ๐ฎ๐ฒ ๐๐ฆ๐๐ ๐๐ฒ๐น๐น๐ผ๐ ๐ฟ๐ฒ๐ฐ๐ผ๐ด๐ป๐ถ๐๐ถ๐ผ๐ป at todayโs Fellow Ceremony! ๐
isca-speech.org/Latest-News/โฆ
Weโre especially excited to celebrate this moment as Dr. Li will also be joining us as aย ๐ธ๐ฒ๐๐ป๐ผ๐๐ฒ ๐๐ฝ๐ฒ๐ฎ๐ธ๐ฒ๐ฟ ๐ฎ๐ ๐๐ต๐ฒ ๐ฎ๐ป๐ฑ ๐ ๐๐-๐ฆ๐๐ ๐ช๐ผ๐ฟ๐ธ๐๐ต๐ผ๐ฝ ๐ผ๐ป ๐ข๐ฐ๐๐ผ๐ฏ๐ฒ๐ฟ ๐ฎ.
This year, we are honored to welcome ๐๐๐ผ ๐๐ฆ๐๐ ๐๐ฒ๐น๐น๐ผ๐๐ to the workshop: ๐๐ถ๐ป๐๐ ๐๐ถ (๐ฎ๐ฌ๐ฎ๐ฒ) and ๐๐ฎ๐ถ ๐ฌ๐ (๐ฎ๐ฌ๐ฎ๐ฑ). Together with Yonghong Yan, Hung-yi Lee, and Shinnosuke Takamichi, they will share their latest research and perspectives on multilingual conversational speech, Speech LLMs, and spoken language technologies.
๐
๐ข๐ฐ๐๐ผ๐ฏ๐ฒ๐ฟ ๐ฎ, ๐ฎ๐ฌ๐ฎ๐ฒ
๐ ๐๐๐ ๐ฆ๐๐ฑ๐ป๐ฒ๐, ๐๐ฎ.๐ฎ & ๐๐ฎ.๐ฏ
Still want to join us?
Online registration through the INTERSPEECH registration system has now closed, but ๐ผ๐ป-๐๐ถ๐๐ฒ ๐ฟ๐ฒ๐ด๐ถ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป ๐ถ๐ ๐๐๐ถ๐น๐น ๐ฎ๐๐ฎ๐ถ๐น๐ฎ๐ฏ๐น๐ฒ. If youโre attending INTERSPEECH in Sydney and would like to join the workshop, you can register with us on site.
forms.cloud.microsoft/r/zh0Zโฆ
We look forward to seeing you at the 2nd MLC-SLM Workshop!
#INTERSPEECH2026 #MLCSLM #ISCAFellow #SpeechLLM #ConversationalAI
โณ 2 DAYS TO GO โ IROS 2026!
Weโre almost ready for Pittsburgh! Come meet Nexdata at Booth #640 and discover our latest Physical AI data solutions.
๐ค Donโt miss our presentation:
Physical AI Data Solution
๐
Tuesday, September 29
๐ 3:45โ4:00 PM
Weโll be sharing how Nexdata supports Physical AI development with Ego-Centric, UMI, Teleoperation, Simulation, and more.
๐ And yes, weโve got gifts!
Stop by Booth #640 for Nexdata giveaways, including our limited Shine Bags, available each day starting at:
๐ 10:00 AM
๐ 2:00 PM
Come early to grab yours!
๐ IROS 2026 | Booth #640
#IROS2026 #PhysicalAI #Robotics #RobotLearning #Nexdata
โณ Countdown to IROS 2026!
Weโre getting ready for IROS 2026 in Pittsburgh, where Nexdata will showcase our latest Physical AI Data Solution for robot learning and model development.
๐ค Donโt miss our presentation:
Physical AI Data Solution
๐
Tuesday, September 29
๐ 3:45โ4:00 PM
More Details: 2026.ieee-iros.org/program/iโฆ
Weโll introduce Nexdataโs latest Physical AI data capabilities, covering Teleoperation, UMI, Ego-Centric, Simulation, and scalable Bespoke data collection for diverse robotic tasks and environments.
๐ IROS 2026 | Pittsburgh
๐
September 27 โ October 1
๐ Booth #640
See you at IROS 2026!
#IROS2026 #PhysicalAI #Robotics #RobotLearning #AIData #Nexdata
๐ค Meet Our Keynote 4 Speaker: Hung-yi Lee
Weโre pleased to welcome Hung-yi Lee, Professor in the Department of Electrical Engineering at National Taiwan University, to the 2nd MLC-SLM Workshop, a satellite event of INTERSPEECH 2026.
Prof. Leeโs research focuses on reducing the need for annotated data in speech processing and natural language processing, including voice conversion, speech recognition, summarization, and question answering. He also shares deep learning knowledge through his Mandarin-language YouTube channel, which has more than 300,000 subscribers.
๐
October 2, 2026
๐ ICC Sydney, Rooms C2.2 & C2.3
๐๏ธ Registration: AUD 80, including coffee breaks and one lunch.
There are two ways to register:
Via INTERSPEECH: Select โWorkshop on 2nd Multilingual Conversational Speech Language Modelโ during official registration.
Via the on-site channel: Complete the registration form and pay in cash at the venue.
Learn more about our speaker and the Workshop program on the official website.
#MLCSLM #INTERSPEECH2026 #SpeechAI #Nexdata
๐ค Made with AI
๐ค Meet Our Keynote 3 Speaker: Kai Yu
Weโre pleased to welcome Kai Yu, Distinguished Professor at Shanghai Jiao Tong University and Co-founder and Chief Scientist of AISpeech, to the 2nd MLC-SLM Workshop, a satellite event of INTERSPEECH 2026.
Prof. Yu directs the universityโs Institute of Machine Intelligence, with research focused on cognitive conversational agents for complex scenarios. An IEEE Fellow and ISCA Fellow, he has published over 300 peer-reviewed papers, with contributions spanning speech recognition, spoken dialogue systems, and the deployment of spoken language technology.
๐
October 2, 2026
๐ ICC Sydney, Rooms C2.2 & C2.3
๐๏ธ Registration: AUD 80, including coffee breaks and one lunch.
There are two ways to register:
Via INTERSPEECH: Select โWorkshop on 2nd Multilingual Conversational Speech Language Modelโ during official registration.
Via the on-site channel: Complete the registration form and pay in cash at the venue.
Learn more about our speaker and the Workshop program on the official website.
#MLCSLM #INTERSPEECH2026 #SpeechAI #Nexdata
๐ค Meet Our Keynote 2 Speaker: Jinyu Li
Weโre pleased to welcome Jinyu Li, Partner Applied Science Manager at Microsoft, to the 2nd MLC-SLM Workshop, a satellite event of INTERSPEECH 2026.
Dr. Li leads a science team advancing speech, translation, and language technologies. His research includes Speech LLMs, end-to-end speech recognition, and speech translation. An IEEE Fellow and ISCA Fellow, he received the IEEE Signal Processing Society Best Paper Award in 2025.
๐
October 2, 2026
๐ ICC Sydney, Rooms C2.2 & C2.3
Registration: AUD 80, including coffee breaks and one lunch.
There are two ways to register:
Via INTERSPEECH: Select โWorkshop on 2nd Multilingual Conversational Speech Language Modelโ during official registration๏ผinterspeech2026.org/en-AU/paโฆ
Via the on-site channel: Complete the registration form and pay in cash at the venue๏ผforms.cloud.microsoft/r/zh0Zโฆ
Learn more about our speaker and the Workshop program on the official website๏ผ
nexdata.ai/competition/mlc-sโฆ
#MLCSLM #INTERSPEECH2026 #SpeechAI #Nexdata
๐ค Made with AI
๐ค Meet Our Keynote 1 Speaker: Yonghong Yan
Weโre pleased to welcome Yonghong Yan, Chief Scientist at the Institute of Acoustics, Chinese Academy of Sciences, to the 2nd MLC-SLM Workshop, a satellite event of INTERSPEECH 2026.
With 40 years of experience in speech signal processing and speech recognition, he has published over 300 papers and holds more than 100 invention patents. His research has helped Baidu, Tencent, and Alibaba build their first speech applications.
๐
October 2, 2026
๐ ICC Sydney, Rooms C2.2 & C2.3
Registration: AUD 80, including coffee breaks and one lunch.
There are two ways to register:
โข Via INTERSPEECH: Select โWorkshop on 2nd Multilingual Conversational Speech Language Modelโ during official registration: interspeech2026.org/en-AU/paโฆ
โข Via the on-site channel: Complete the registration form and pay in cash at the venue: forms.cloud.microsoft/r/zh0Zโฆ
Learn more about our speaker and the Workshop program on the official website: nexdata.ai/competition/mlc-sโฆ
#MLCSLM #INTERSPEECH2026 #SpeechAI #Nexdata
๐ค Meet Nexdata at IROS 2026 in Pittsburgh!
Weโre excited to join IROS 2026, bringing Nexdataโs latest data resources and services for Physical AI to the global robotics community.
At Booth #640, weโll showcase different types of data supporting robot learning and model development, including Teleoperation, UMI, Ego-Centric, Simulation, World Model, and more.
Weโll also introduce our Bespoke capabilities across data collection, data annotation, and model validation, supporting different data requirements throughout Physical AI model development.
๐ Pittsburgh, Pennsylvania, USA
๐
September 27 โ October 1, 2026
๐ Booth #640
Heading to IROS 2026? Stop by Booth #640 and talk with our team about your Physical AI data needs.
Better Data. Better Robots.
nexdata.ai/company/news/1448โฆ
#IROS2026 #Nexdata #PhysicalAI #Robotics #RobotLearning #EgoCentric #Teleoperation #AIData













