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Published in SyncedReview

·3 days ago

Microsoft’s MathPrompter Dramatically Improves LLM Performance on Mathematical Reasoning Tasks

Today’s large language models (LLMs) have moved beyond simple language tasks, demonstrating impressive in-context question-answering capabilities informed by novel user-initiated prompting techniques. However, these models cannot provide an accuracy assessment with regard to their responses, and, as Synced previously reported, they tend to struggle with math word problems and reasoning…

Language Model

3 min read

Microsoft’s MathPrompter Dramatically Improves LLM Performance on Mathematical Reasoning Tasks
Microsoft’s MathPrompter Dramatically Improves LLM Performance on Mathematical Reasoning Tasks
Language Model

3 min read


Published in SyncedReview

·4 days ago

UBC, Google & Amii’s Exphormer: Scaling Graph Transformers While Slashing Costs

The ability of graph transformers (GT) to model long-range interactions has improved expressivity and made such architectures a promising alternative to traditional graph neural network (GNN) approaches. The GT downside is their poor scalability, which renders them prohibitively expensive when dealing with large and complex graphs. In the new paper…

Artificial Intelligence

3 min read

UBC, Google & Amii’s Exphormer: Scaling Graph Transformers While Slashing Costs
UBC, Google & Amii’s Exphormer: Scaling Graph Transformers While Slashing Costs
Artificial Intelligence

3 min read


Published in SyncedReview

·5 days ago

Microsoft’s Visual ChatGPT Enables Image Understanding and Generation

ChatGPT’s humanlike conversational competency has taken AI to new levels — might the generative large language model’s next evolutionary leap equip it with similar skills in the visual medium? In the new paper Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models, a Microsoft Research Asia team presents Visual…

Chatgpt

3 min read

Microsoft’s Visual ChatGPT Enables Image Understanding and Generation
Microsoft’s Visual ChatGPT Enables Image Understanding and Generation
Chatgpt

3 min read


Published in SyncedReview

·6 days ago

Speak a Foreign Language in Your Own Voice? Microsoft’s VALL-E X Enables Zero-Shot Cross-Lingual Speech Synthesis

robotic. The leveraging of deep neural networks in recent years has dramatically transformed TTS, enabling conditioning on factors such as stress and intonation to achieve higher quality and much more humanlike results. Contemporary TTS models however still perform best when dealing with a specific speaker in a specific language. Cross-lingual…

Cross Lingual

4 min read

Speak a Foreign Language in Your Own Voice?
Speak a Foreign Language in Your Own Voice?
Cross Lingual

4 min read


Published in SyncedReview

·Mar 10

Google’s Universal Speech Model Scales Automatic Speech Recognition to 100+ Languages

Google’s error-marred unveiling of its Bard chatbot in Paris last month was disappointing, to say the least — but don’t count the tech giant out of the AI language model race just yet. …

Speech Processing

3 min read

Google’s Universal Speech Model Scales Automatic Speech Recognition to 100+ Languages
Google’s Universal Speech Model Scales Automatic Speech Recognition to 100+ Languages
Speech Processing

3 min read


Published in SyncedReview

·Mar 8

OpenAI’s Consistency Models Support Fast One-Step Generation for Diffusion Models

Diffusion-based AI models continue to wow the world with remarkable image, audio, and video generation capabilities. This performance however comes at a price, as diffusion models’ iterative sampling process that progressively removes noise to generate high-quality outputs typically requires 10–2000 times more compute than conventional single-step generative models such as…

Diffusion Models

3 min read

OpenAI’s Consistency Models Support Fast One-Step Generation for Diffusion Models
OpenAI’s Consistency Models Support Fast One-Step Generation for Diffusion Models
Diffusion Models

3 min read


Published in SyncedReview

·Mar 8

Toward AGI: Microsoft’s KOSMOS-1 MLLM Can Perceive General Modalities, Follow Instructions, and Perform In-Context Learning

Large language models (LLMs) have emerged as powerful tools for a wide range of natural language processing (NLP) tasks. The push toward humanlike artificial general intelligence (AGI) however will require equipping such models with additional capabilities — and multimodal perception is an essential next step. In the new paper Language…

Large Language Models

3 min read

Toward AGI: Microsoft’s KOSMOS-1 MLLM Can Perceive General Modalities, Follow Instructions, and…
Toward AGI: Microsoft’s KOSMOS-1 MLLM Can Perceive General Modalities, Follow Instructions, and…
Large Language Models

3 min read


Published in SyncedReview

·Mar 7

Introducing SpikeGPT: UCSC & Kuaishou’s LLM With Spiking Neural Networks Slashes Language Generation Costs

While the power and performance of today’s large language models (LLMs) are beyond anything previously seen from AI, so too are their massive computational requirements. Spiking neural networks (SNNs) — which only transmit relevant information when a neuron’s threshold is met — have emerged as an energy-efficient alternative to traditional…

Spiking Neural Network

3 min read

Introducing SpikeGPT: UCSC & Kuaishou’s LLM With Spiking Neural Networks Slashes Language…
Introducing SpikeGPT: UCSC & Kuaishou’s LLM With Spiking Neural Networks Slashes Language…
Spiking Neural Network

3 min read


Published in SyncedReview

·Mar 2

Tackling Hallucinations: Microsoft’s LLM-Augmenter Boosts ChatGPT’s Factual Answer Score

In the three months since its release, ChatGPT’s ability to generate humanlike, coherent and informative responses to a broad range of questions has evolved the OpenAI conversational large language model (LLM) from a curiosity into a magnet for public discussions regarding AI’s pros and cons. While there have been plenty…

Chatgpt

4 min read

Tackling Hallucinations: Microsoft’s LLM-Augmenter Boosts ChatGPT’s Factual Answer Score
Tackling Hallucinations: Microsoft’s LLM-Augmenter Boosts ChatGPT’s Factual Answer Score
Chatgpt

4 min read


Published in SyncedReview

·Mar 1

Google’s ROSIE Data Augmentation Strategy Scales Robot Learning With Semantically Imagined Experience

Significant progress has been made in recent years on learning techniques that enable robots to perform a variety of manipulation tasks with strong generalization capabilities to novel scenarios. …

Data Augmentation

3 min read

Google’s ROSIE Data Augmentation Strategy Scales Robot Learning With Semantically Imagined…
Google’s ROSIE Data Augmentation Strategy Scales Robot Learning With Semantically Imagined…
Data Augmentation

3 min read

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