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AAAI 2020 | A Turning Point for Deep Learning?

AAAI 2020 | A Turning Point for Deep Learning?

Geoffrey Hinton, Yann LeCun, and Yoshua Bengio shared a stage in New York on Sunday night at an event organized by AAAI 2020.
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Tool Up! DeepMind, Princeton & Stanford’s LATM Enables LLMs to Make Their Own Tools

Tool Up! DeepMind, Princeton & Stanford’s LATM Enables LLMs to Make Their Own Tools

The 19th-century British philosopher Thomas Carlyle ascribed human progress to a key historical development: “Man is a tool-using animal…
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Meta AI’s READ Method for Fine-Tuning Large Transformers Cuts GPU Energy Costs by 84%

Meta AI’s READ Method for Fine-Tuning Large Transformers Cuts GPU Energy Costs by 84%

Fine-tuning large-scale pretrained transformers enables them to adapt to and perform better on downstream tasks. While this fine-tuning is…
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Meta AI’s Massively Multilingual Speech Project Scales Speech Technology to 1000+ Languages

Meta AI’s Massively Multilingual Speech Project Scales Speech Technology to 1000+ Languages

Speech technologies such as automatic speech recognition (ASR) and speech synthesis or text-to-speech (TTS) are playing an increasingly…
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Alibaba & HUST’s ONE-PEACE: Toward a General Representation Model For Unlimited Modalities

Alibaba & HUST’s ONE-PEACE: Toward a General Representation Model For Unlimited Modalities

The recent rapid rise of large language models (LLMs) has piqued research interest regarding the power and potential of representation…
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Google’s PaLM 2 Technical Report Details the New Model Family’s Research Advances

Google’s PaLM 2 Technical Report Details the New Model Family’s Research Advances

In April 2022, Google unveiled its 540 billion parameter Pathways Language Model (PaLM), which they developed using a novel Pathways…
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Meta AI’s MegaByte Scalable Architecture for Long Sequence Modelling Outperforms Existing…

Meta AI’s MegaByte Scalable Architecture for Long Sequence Modelling Outperforms Existing…

Large transformer decoders have demonstrated game-changing performance on short-sequence processing (up to several thousand tokens of…
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Salesforce AI’s CodeT5+ Open Code LLMs Flexibly Adapt to Diverse Downstream Code Understanding and…

Salesforce AI’s CodeT5+ Open Code LLMs Flexibly Adapt to Diverse Downstream Code Understanding and…

One of the most exciting capabilities of contemporary large language models (LLMs) is their impressive performance on code understanding…
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‘May the Source Be With You!’

‘May the Source Be With You!’

The rapid rise of generative AI — particularly the large language models (LLMs) that now dominate the natural language processing (NLP)…
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Meet VideoChat: Integrating Language and Video Models to Boost Video Understanding

Meet VideoChat: Integrating Language and Video Models to Boost Video Understanding

Intelligent video understanding is crucial for real-world applications such as autonomous driving and human-robot interaction. Current…
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