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← All papersIssue 48 of 176

The week of Feb 26 – Mar 3, 2024

10 papers, hand-picked and summarised.

Genie

Genie

DeepMind's Genie is an 11B-parameter foundation world model trained unsupervised on internet gameplay videos that generates action-controllable 2D worlds from a single image prompt.

01Agents
Mistral Large

Mistral Large

Mistral AI releases Mistral Large, its flagship closed-weight LLM positioned as the second-ranked API-accessible model behind GPT-4 at launch.

02Agents
The Era of 1-bit LLMs (BitNet b1.58)

The Era of 1-bit LLMs (BitNet b1.58)

Microsoft's BitNet b1.58 shows that restricting every weight to the ternary set {-1, 0, 1} can match full-precision FP16 transformers on perplexity and downstream tasks at the same parameter count.

03Efficiency
Datasets for LLMs: A Comprehensive Survey

Datasets for LLMs: A Comprehensive Survey

A 180+-page survey that catalogs and analyzes the datasets that underpin modern LLM training and evaluation.

04Data
LearnAct

LearnAct

LearnAct lets language agents expand and refine their own action space over time by writing and revising Python functions in response to execution feedback.

05Agents
EMO: Emote Portrait Alive

EMO: Emote Portrait Alive

Alibaba's EMO synthesizes expressive talking-head videos directly from audio, bypassing the intermediate 3D models or facial landmarks used by prior approaches.

06Multimodal
On the Societal Impact of Open Foundation Models

On the Societal Impact of Open Foundation Models

Stanford CRFM's policy paper proposes a rigorous framework for assessing the *marginal* risk of open-weight foundation models relative to closed models and pre-existing technologies.

07Safety
StarCoder 2

StarCoder 2

BigCode releases StarCoder 2, an open family of code LLMs at 3B, 7B, and 15B parameters trained on The Stack v2, a much larger and cleaner code corpus than the original StarCoder.

08Data
LLMs on Tabular Data: A Survey

LLMs on Tabular Data: A Survey

A survey that maps how LLMs are being applied to tabular data tasks - a domain historically dominated by gradient-boosted trees and specialized architectures.

09Evaluation
PlanGPT

PlanGPT

PlanGPT is a domain-specialized LLM framework for urban and spatial planning, built in collaboration with the Chinese Academy of Urban Planning.

10Agents
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