Mar 26, 2025

6 Posts

Visual model aligning diffusion embeddings with DINOv2 encoders using REPA and DiT/SiT blocks.
Mar 26, 2025

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.
AI tutoring system interface showing real-time context integration, privacy, and expert-like feedback generation.
Mar 26, 2025

LLM Support for Tutors: GPT-4 boosts remote tutors’ performance in real time, study finds

Students benefit from tutoring, but training tutors is expensive. A study shows that large language models can boost tutors’ effectiveness in real time.
Diagram comparing diffusion, flow matching, and shortcut models for image generation with fewer steps.
Mar 26, 2025

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.
Comparison table of Gemini and Gemma models across benchmarks like MMLU, MATH, and GPQA with radar charts.
Mar 26, 2025

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.
Cartoon of a man playing violin saying “I’m fine-tuning!” while a woman at her desk covers her ears, replying “Did you try prompting?”
Mar 26, 2025

When to Fine-Tune — and When Not To: Many teams that fine-tune their models would be better off prompting or using agentic workflows. Here's how to decide.

Fine-tuning small language models has been gaining traction over the past half year.
Cartoon of a man playing violin saying “I’m fine-tuning!” while a woman at her desk covers her ears, replying “Did you try prompting?”
Mar 26, 2025

Compact Vision-Language with Open Weights, Faster Learning, Diffusion in Few Steps, LLMs Aid Tutors

The Batch AI News and Insights: Fine-tuning small language models has been gaining traction over the past half year.

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