The Daily Index — Wednesday, August 28, 2024 · TLDR Index

GENERAL

TLDR AI

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app.bland.ai

TLDR AI

CEREBRAS INFERENCE

Cerebras' chipset has massive unified memory. As a result, it can sidestep bandwidth issues and serve models at thousands of tokens per second.

cerebras.ai · 7 min

TLDR AI

OPENAI AIMS TO RELEASE NEW AI MODEL, ‘STRAWBERRY', IN FALL

OpenAI is planning to release a new AI product called "Strawberry" in the fall. It will feature advanced reasoning capabilities, such as the ability to solve previously unseen math problems, and can perform high-level tasks like developing market strategies.

pymnts.com · 2 min

TLDR AI

PHYSICS OF LANGUAGE MODELS: PART 3.3

The 3rd part of a series, this paper explores scaling laws and how many bits are required to store knowledge in a model. The answer seems to be around 2 bits of knowledge per parameter.

arxiv.org · 27 min

TLDR AI

FIRE-FLYER AI HPC

DeepSeek has released a paper outlining its hardware-software co-design strategy for DL training.

arxiv.org · 34 min

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ANNOUNCING HIGGS LLAMA V2

Boson AI has introduced Higgs-Llama-3-70B-v2, a new model that excels in dialog and comprehension benchmarks like Arena-Hard and AlpacaEval 2.0. The model reduces response regeneration rates by 21.6% and boosts day 1 retention by 5.3% compared to Claude 3.5 Sonnet. Enhanced by an in-house reward model, Higgs Judger, it ties with Google's Gemini 1.5 Pro on performance.

boson.ai · 2 min

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ask-ai.com

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HYBRID MODEL POST TRAINING COOKBOOK

Pre-training hybrid (Mamba style) models is different from pre-training normal Transformers. This post explores how to scale different hyperparameters, data acquisition, and others to get the performance you want.

zyphra.com · 25 min

TLDR AI

LLAVA BITNET (HUGGING FACE HUB)

Llava BitNet is the first ternary (-1, 0, 1) weight model trained on VLM tasks. The model, weights, and scripts are in the process of being fully open sourced. The technical report will be released soon and suggests the model has promising performance.

huggingface.co

TLDR AI

INFERENCE IS FREE AND INSTANT

While large language models (LLMs) may not significantly improve in reasoning capabilities, their decreasing costs and increasing speeds will make them more useful for repetitive tasks. Although these models may lack true understanding, they can still efficiently handle straightforward tasks.

fume.substack.com · 4 min

TLDR AI

MEMORY-EFFICIENT LLM TRAINING

Online Subspace Descent is a new optimizer that improves the training of LLMs by enhancing memory efficiency.

arxiv.org · 17 min

TLDR AI

QWEN 2 AUDIO (HUGGING FACE HUB)

Qwen has released audio input style models that can reason about music, audio, and sound.

huggingface.co

TLDR AI

SKETCH2SCENE

Using a number of models in sequence, this group was able to create an amazing model that generates fully playable 3D game scenes based on a single input sketch.

xrvisionlabs.github.io · 7 min

TLDR AI

THIS 1MM 'FAN ON A CHIP' COULD PUT ACTIVE COOLING INSIDE ULTRA-THIN GADGETS

xMEMS has introduced the XMC-2400 µCooling chip, a 1mm-tall solid-state fan designed to cool down slim devices like smartphones.

engadget.com · 3 min