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LLM'ler, GPT, Claude, Gemini, model eğitimi, benchmark sonuçları ve yeni model duyuruları

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Token Superposition Training: Nous Research Speeds LLM Pre-Training 2.5x in 2026
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schedule20 gün önce
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Token Superposition Training: Nous Research Speeds LLM Pre-Training 2.5x in 2026

Nous Research has unveiled Token Superposition Training (TST), a novel two-phase method that accelerates large language model pre-training by up to 2.5 times without altering model architecture or inference behavior. The technique, validated on models ranging from 270 million to 10 billion parameters, compresses token sequences during an initial phase to dramatically cut wall-clock time.

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HiDream-O1-Image 2026: VAE-Free Pixel-Space Model (8B Params) Generates 2048x2048 Images in 28 Steps
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schedule3 min
schedule25 gün önce
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HiDream-O1-Image 2026: VAE-Free Pixel-Space Model (8B Params) Generates 2048x2048 Images in 28 Steps

HiDream-O1-Image is a groundbreaking pixel-space generative model that eliminates the need for VAEs and disjoint text encoders, achieving high-resolution outputs with just 8 billion parameters. Built on a Unified Transformer, it supports text-to-image, editing, and personalization in a single architecture.

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Diffusion Models Generate Syntactically Correct ASTs in 2026: Cut Code Errors by 60%
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schedule3 min
schedule26 gün önce
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Diffusion Models Generate Syntactically Correct ASTs in 2026: Cut Code Errors by 60%

Diffusion models are being explored as a novel approach to generate and edit abstract syntax trees (ASTs) with guaranteed syntactic correctness, addressing a key limitation of traditional LLMs in code generation. This method could drastically reduce training data needs and improve reliability in automated programming.

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