Toward LLMs That Understand Misspellings: New byte-based model beats Llama 3 on spelling, noise, and translation
Machine Learning Research

Toward LLMs That Understand Misspellings: New byte-based model beats Llama 3 on spelling, noise, and translation

Researchers built a model that’s more robust to noisy inputs like misspellings, smarter about character-level information like the number of R's in strawberry, and potentially better able to understand unfamiliar languages that might share groups of letters with familiar languages.

April 16, 20253 min read
Open Standard for Tool Use and Data Access Gains Momentum: OpenAI adopts Model Context Protocol to boost LLM tool integration
Machine Learning Research

Open Standard for Tool Use and Data Access Gains Momentum: OpenAI adopts Model Context Protocol to boost LLM tool integration

OpenAI embraced Model Context Protocol, providing powerful support for an open standard that connects large language models to tools and data.

April 16, 20252 min read
Google Unveils Gemini 2.5: Google’s Gemini 2.5 Pro Experimental outperforms top AI models
Machine Learning Research

Google Unveils Gemini 2.5: Google’s Gemini 2.5 Pro Experimental outperforms top AI models

Google’s new flagship model raised the state of the art in a variety of subjective and objective tests.

April 16, 20252 min read
Better Than Trees for Tabular Data: Transformers can outperform decision trees at predicting unlabeled spreadsheet cells
Machine Learning Research

Better Than Trees for Tabular Data: Transformers can outperform decision trees at predicting unlabeled spreadsheet cells

If you have a collection of variables that represent, say, a cancer patient and you want to classify the patient’s illness as likely cancer or not, algorithms based on decision trees, such as gradient-boosted trees, typically perform better than neural networks.

April 9, 20253 min read
Better Multimodal Performance With Open Weights: Qwen2.5-Omni 7B raises the bar for small multimodal models
Machine Learning Research

Better Multimodal Performance With Open Weights: Qwen2.5-Omni 7B raises the bar for small multimodal models

Alibaba’s latest open-weights system raises the bar for multimodal tasks in a relatively small model.

April 9, 20253 min read
Llama’s Mixture of Vision-Language Experts: Meta releases Llama 4 models, claims edge over AI competitors
Machine Learning Research

Llama’s Mixture of Vision-Language Experts: Meta releases Llama 4 models, claims edge over AI competitors

Meta updated its popular open-weights models, claiming performance superior to closed competitors in three size classes.

April 9, 20253 min read
Ordinary LLMs Implicitly Take Reasoning Steps: Anthropic experiment finds Claude shows signs of unprompted reasoning
Machine Learning Research

Ordinary LLMs Implicitly Take Reasoning Steps: Anthropic experiment finds Claude shows signs of unprompted reasoning

Even without explicit training in reasoning, large language models “think” in ways that may be more deliberate than previously understood.

April 9, 20254 min read
Human Action in 3D: Stanford researchers use generated video to animate 3D interactions without motion capture
Machine Learning Research

Human Action in 3D: Stanford researchers use generated video to animate 3D interactions without motion capture

AI systems designed to generate animated 3D scenes that include active human characters have been limited by a shortage of training data, such as matched 3D scenes and human motion-capture examples. Generated video clips can get the job done without motion capture.

April 2, 20253 min read
Interactive Voice-to-Voice With Vision: MoshiVis adds image understanding to voice-first conversations
Machine Learning Research

Interactive Voice-to-Voice With Vision: MoshiVis adds image understanding to voice-first conversations

Researchers updated the highly responsive Moshi voice-to-voice model to discuss visual input.

April 2, 20253 min read
Faster Learning for Diffusion Models: Pretrained embeddings accelerate diffusion transformers’ learning
Machine Learning Research

Faster Learning for Diffusion Models: Pretrained embeddings accelerate diffusion transformers’ learning

Diffusion transformers learn faster when they can look at embeddings generated by a pretrained model like DINOv2.

March 26, 20252 min read
Better Images in Fewer Steps: Researchers introduce shortcut models to speed up diffusion
Machine Learning Research

Better Images in Fewer Steps: Researchers introduce shortcut models to speed up diffusion

Diffusion models usually take many noise-removal steps to produce an image, which takes time at inference. There are ways to reduce the number of steps, but the resulting systems are less effective. Researchers devised a streamlined approach that doesn’t sacrifice output quality.

March 26, 20252 min read
Vision-Language, Compact and Open: Google releases Gemma 3 vision-language models with open weights
Machine Learning Research

Vision-Language, Compact and Open: Google releases Gemma 3 vision-language models with open weights

Google updated its open-weights family of large language models to include versions that handle image and video inputs.

March 26, 20253 min read
Designer Materials: MatterGen, a diffusion model that designs new materials with specified properties
Machine Learning Research

Designer Materials: MatterGen, a diffusion model that designs new materials with specified properties

Materials that have specific properties are essential to progress in critical technologies like solar cells and batteries. A machine learning model designs new materials to order.

March 19, 20252 min read
Designer Materials: MatterGen, a diffusion model that designs new materials with specified properties
Machine Learning Research

Designer Materials: MatterGen, a diffusion model that designs new materials with specified properties

Materials that have specific properties are essential to progress in critical technologies like solar cells and batteries. A machine learning model designs new materials to order.

March 19, 20252 min read
Science Research Proposals Made to Order: AI Co-Scientist, an agent that generates research hypotheses, aiding drug discovery
Machine Learning Research

Science Research Proposals Made to Order: AI Co-Scientist, an agent that generates research hypotheses, aiding drug discovery

An AI agent synthesizes novel scientific research hypotheses. It's already making an impact in biomedicine.

March 19, 20253 min read

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