Voice AI is changing into one of crucial frontiers in multimodal AI. From clever assistants to interactive brokers, the flexibility to know and cause over audio is reshaping how machines interact with people. Yet whereas fashions have grown quickly in functionality, the instruments for evaluating them haven’t saved tempo. Existing benchmarks stay fragmented, gradual, and…
Google AI Research and DeepMind have launched VaultGemma 1B, the most important open-weight massive language mannequin skilled solely with differential privateness (DP). This growth is a serious step towards constructing AI fashions which might be each highly effective and privacy-preserving. Why Do We Need Differential Privacy in LLMs? Large language fashions skilled on huge web-scale…
IBM has quietly constructed a robust presence in the open-source AI ecosystem, and its newest launch exhibits why it shouldn’t be neglected. The firm has launched two new embedding fashions—granite-embedding-english-r2 and granite-embedding-small-english-r2—designed particularly for high-performance retrieval and RAG (retrieval-augmented technology) techniques. These fashions should not solely compact and environment friendly but additionally licensed underneath Apache…
BentoML has just lately launched llm-optimizer, an open-source framework designed to streamline the benchmarking and efficiency tuning of self-hosted giant language fashions (LLMs). The software addresses a standard problem in LLM deployment: discovering optimum configurations for latency, throughput, and price with out counting on guide trial-and-error. Why is tuning the LLM efficiency tough? Tuning LLM…
Optical Character Recognition (OCR) is the method of turning photos that comprise textual content—comparable to scanned pages, receipts, or images—into machine-readable textual content. What started as brittle rule-based methods has advanced right into a wealthy ecosystem of neural architectures and vision-language fashions able to studying complicated, multi-lingual, and handwritten paperwork. How OCR Works? Every OCR…
Table of contents Why was a new multilingual encoder needed? Understanding the architecture of mmBERT What training data and phases were used? What new training strategies were introduced? How does mmBERT perform on benchmarks? How does mmBERT handle low-resource languages? What efficiency gains does mmBERT achieve? Summary Why was a brand new multilingual encoder wanted?…
Baidu AI Research crew has simply launched ERNIE-4.5-21B-A3B-Thinking, a brand new reasoning-focused giant language mannequin designed round effectivity, long-context reasoning, and gear integration. Being a part of the ERNIE-4.5 household, this mannequin is a Mixture-of-Experts (MoE) structure with 21B whole parameters however solely 3B energetic parameters per token, making it computationally environment friendly whereas sustaining…
In this tutorial, we stroll by a sophisticated but sensible workflow utilizing SpeechBrain. We begin by producing our personal clear speech samples with gTTS, intentionally including noise to simulate real-world situations, and then making use of SpeechMind’s MetricGAN+ mannequin to boost the audio. Once the audio is denoised, we run computerized speech recognition with a…
A workforce of researchers from MBZUAI’s Institute of Foundation Models and G42 launched K2 Think, is a 32B-parameter open reasoning system for superior AI reasoning. It pairs lengthy chain-of-thought supervised fine-tuning with reinforcement studying from verifiable rewards, agentic planning, test-time scaling, and inference optimizations (speculative decoding + wafer-scale {hardware}). The result’s frontier-level math efficiency with…
Table of contents Why is long context such a bottleneck for LLMs? How does REFRAG compress and shorten context? How is acceleration achieved? How does REFRAG preserve accuracy? What do the experiments reveal? Summary FAQs A staff of researchers from Meta Superintelligence Labs, National University of Singapore and Rice University has unveiled REFRAG (REpresentation For…