Data Filtering Challenge for Training Edge Language Models

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SimonX 

authored 17 papers 8 days ago

MixMix: All You Need for Data-Free Compression Are Feature and Data Mixing

Paper • 2011.09899 • Published Nov 19, 2020

DRESS: Dynamic REal-time Sparse Subnets

Paper • 2207.00670 • Published Jul 1, 2022

A Simple Background Augmentation Method for Object Detection with Diffusion Model

Paper • 2408.00350 • Published Aug 1, 2024

Hymba: A Hybrid-head Architecture for Small Language Models

Paper • 2411.13676 • Published Nov 20, 2024 • 46

CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training

Paper • 2504.13161 • Published Apr 17, 2025 • 93

LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement

Paper • 2504.16053 • Published Apr 22, 2025

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 143

Small Language Models are the Future of Agentic AI

Paper • 2506.02153 • Published Jun 2, 2025 • 23

Scaling Up RL: Unlocking Diverse Reasoning in LLMs via Prolonged Training

Paper • 2507.12507 • Published Jul 16, 2025 • 1

NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model

Paper • 2508.14444 • Published Aug 20, 2025 • 40

LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models

Paper • 2507.14204 • Published Jul 14, 2025

DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning

Paper • 2510.15110 • Published Oct 16, 2025 • 15

TiDAR: Think in Diffusion, Talk in Autoregression

Paper • 2511.08923 • Published Nov 12, 2025 • 122

Nemotron-Flash: Towards Latency-Optimal Hybrid Small Language Models

Paper • 2511.18890 • Published Nov 24, 2025 • 33

ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

Paper • 2511.21689 • Published Nov 26, 2025 • 119

Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed

Paper • 2512.14067 • Published Dec 16, 2025 • 14

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Paper • 2601.05242 • Published 11 days ago • 199

shizhediao2 

posted an update about 2 months ago

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ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration (2511.21689)

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lwhalen7 

updated 2 datasets 3 months ago

data4elm/rag-test

Updated Oct 20, 2025 • 24

data4elm/reasoning-test

Preview • Updated Oct 20, 2025 • 46