Meta AI simply launched Brain2Qwerty v2. It decodes pure sentences from non-invasive mind recordings in actual time. The system reads magnetoencephalography (MEG) indicators whereas an individual sorts. It reconstructs what they typed, with no implant and no surgical procedure. This is the follow-up to Brain2Qwerty v1, launched in February 2025. Meta can also be releasing…
Most end-to-end OCR fashions decelerate as output grows. Each generated token provides to the KV cache. Memory rises and technology drags. Parsing dozens of pages turns into impractical. Baidu’s Unlimited OCR addresses this straight. It swaps the decoder’s consideration for a design that retains reminiscence fixed. TL;DR Unlimited OCR is a 3B-parameter Mixture-of-Experts mannequin, with…
NVIDIA Research has launched SpatialClaw, a training-free framework for spatial reasoning. It targets a persistent weak point in vision-language fashions (VLMs). These fashions nonetheless battle to evaluate the place objects are, how they relate, and the way they transfer in 3D. SpatialClaw doesn’t retrain the mannequin. Instead, it adjustments the motion interface the agent makes…
While current breakthroughs in AI reasoning have largely been pushed by large scale, pouring in billions of parameters to cross complicated cognitive thresholds—VibeThinker-3B is charting a very completely different path. Created by researchers from Sina Weibo Inc (China), this 3-billion-parameter mannequin proves that effectivity can punch far above its weight class. Released underneath an open-source…
Most biology benchmarks ask slender, fact-based questions with clear solutions. Scientists weigh imperfect proof and make selections. OpenAI launched LifeSciBench and it targets that hole instantly. Even the strongest mannequin passes roughly one process in three. The benchmark is much from saturated. What is LifeSciBench LifeSciBench incorporates 750 expert-authored duties. They span seven workflows and…
k-means has been an offline instrument for many years. You run it as soon as to preprocess information, then transfer on. A crew of researchers from UC Berkeley and UT Austin launched Flash-OkayMeans, a brand new open-source library that targets a special setting. Modern AI pipelines now name k-means inside coaching and inference loops. At…
NVIDIA has launched Nemotron 3 Ultra, the most important mannequin in its Nemotron 3 household. It targets a particular downside: long-running brokers that plan, name instruments, and cause throughout many turns. As brokers run longer, token counts develop and inference price climbs. Nemotron 3 Ultra is designed to maintain accuracy excessive whereas making that inference…
Researchers at Stanford University and Lambda Labs, have revealed the research paper for OpenJarvis, an open-source framework that runs inference, brokers, reminiscence, and studying solely on-device. The open-weight fashions configured via OpenJarvis land inside 3.2 proportion factors of the most effective cloud mannequin on common, at roughly 800× decrease marginal API price per question and…
The Transformer’s consideration mechanism has barely modified since 2017. Most effectivity work has tried to interchange softmax consideration outright. A new paper takes a completely different route. It retains softmax consideration and bolts on a correction department. A staff of researchers from Northwestern University, Tilde Research, and University of Washington introduce a parameterized Local Linear…
Knowledge distillation (KD) transfers “darkish data” from a big instructor mannequin to a smaller pupil. The pupil learns from the instructor’s full output chance distribution over tokens, not simply appropriate solutions. This is finished through per-position Kullback–Leibler (KL) divergence over next-token chance distributions. This formulation requires a shared tokenizer. A practitioner dedicated to Llama-3.2-1B can…