Siyuan Li

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upvoted 5 papers about 1 month ago

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18, 2025 • 139

Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights

Paper • 2512.01816 • Published Dec 1, 2025 • 88

Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward

Paper • 2511.20561 • Published Nov 25, 2025 • 32

SAM 3: Segment Anything with Concepts

Paper • 2511.16719 • Published Nov 20, 2025 • 125

MergeDNA: Context-aware Genome Modeling with Dynamic Tokenization through Token Merging

Paper • 2511.14806 • Published Nov 17, 2025 • 8

upvoted a paper about 2 months ago

GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models

Paper • 2511.11134 • Published Nov 14, 2025 • 31

upvoted a paper 2 months ago

MergeMix: A Unified Augmentation Paradigm for Visual and Multi-Modal Understanding

Paper • 2510.23479 • Published Oct 27, 2025 • 14

upvoted 2 papers 3 months ago

SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models

Paper • 2510.12784 • Published Oct 14, 2025 • 19

DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 141

upvoted a paper 4 months ago

Benchmarking Optimizers for Large Language Model Pretraining

Paper • 2509.01440 • Published Sep 1, 2025 • 24

upvoted an article 5 months ago

view article

Article

The Technology Behind BLOOM Training

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Jul 14, 2022

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44

upvoted 9 papers 5 months ago

Qwen-Image Technical Report

Paper • 2508.02324 • Published Aug 4, 2025 • 267

Life-Code: Central Dogma Modeling with Multi-Omics Sequence Unification

Paper • 2502.07299 • Published Feb 11, 2025 • 2

Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Paper • 2312.00752 • Published Dec 1, 2023 • 148

X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again

Paper • 2507.22058 • Published Jul 29, 2025 • 39

MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 60

Dynamic Chunking for End-to-End Hierarchical Sequence Modeling

Paper • 2507.07955 • Published Jul 10, 2025 • 26

Met^2Net: A Decoupled Two-Stage Spatio-Temporal Forecasting Model for Complex Meteorological Systems

Paper • 2507.17189 • Published Jul 23, 2025 • 12

Ovis-U1 Technical Report

Paper • 2506.23044 • Published Jun 29, 2025 • 61

Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning

Paper • 2507.21049 • Published Jul 28, 2025 • 40