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Collections including paper arxiv:2506.20512

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

Paper • 2509.05739 • Published Sep 6, 2025 • 2
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers

Paper • 2509.03059 • Published Sep 3, 2025 • 25
Universal Deep Research: Bring Your Own Model and Strategy

Paper • 2509.00244 • Published Aug 29, 2025 • 14
<think> So let's replace this phrase with insult... </think> Lessons learned from generation of toxic texts with LLMs

Paper • 2509.08358 • Published Sep 10, 2025 • 13

Reinforcement Learning

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47

🐙 OctoThinker

Mid-training Incentivizes Reinforcement Learning Scaling

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47
OctoThinker/MegaMath-Web-Pro-Max

Viewer • Updated Jul 6, 2025 • 69.2M • 5.74k • 38
OctoThinker/OctoThinker-8B-Long-Base

Text Generation • 8B • Updated Jul 6, 2025 • 6
OctoThinker/OctoThinker-8B-Hybrid-Base

Text Generation • 8B • Updated Jul 6, 2025 • 10k • 2

What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Paper • 2410.23743 • Published Oct 31, 2024 • 64
Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 69
Polynomial Composition Activations: Unleashing the Dynamics of Large Language Models

Paper • 2411.03884 • Published Nov 6, 2024 • 28
MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Paper • 2502.00698 • Published Feb 2, 2025 • 24

OctoThinker-Llama-8B Family

What makes a base language model suitable for RL? Through controlled experiments, we identify key factors then leverage them to scale up mid-training.

sii-research/OctoThinker-8B-Long-Base

Text Generation • 8B • Updated Jul 6, 2025 • 8 • 1
sii-research/OctoThinker-8B-Hybrid-Base

Text Generation • 8B • Updated Jul 6, 2025 • 9 • 1
sii-research/OctoThinker-8B-Short-Base

Text Generation • 8B • Updated Jul 6, 2025 • 8
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47
Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation

Paper • 2509.15194 • Published Sep 18, 2025 • 33
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness

Paper • 2505.22960 • Published May 29, 2025 • 16

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Paper • 2502.10391 • Published Feb 14, 2025 • 34
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14, 2025 • 18
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Paper • 2502.08130 • Published Feb 12, 2025 • 9

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

Paper • 2509.05739 • Published Sep 6, 2025 • 2
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers

Paper • 2509.03059 • Published Sep 3, 2025 • 25
Universal Deep Research: Bring Your Own Model and Strategy

Paper • 2509.00244 • Published Aug 29, 2025 • 14
<think> So let's replace this phrase with insult... </think> Lessons learned from generation of toxic texts with LLMs

Paper • 2509.08358 • Published Sep 10, 2025 • 13

OctoThinker-Llama-8B Family

What makes a base language model suitable for RL? Through controlled experiments, we identify key factors then leverage them to scale up mid-training.

sii-research/OctoThinker-8B-Long-Base

Text Generation • 8B • Updated Jul 6, 2025 • 8 • 1
sii-research/OctoThinker-8B-Hybrid-Base

Text Generation • 8B • Updated Jul 6, 2025 • 9 • 1
sii-research/OctoThinker-8B-Short-Base

Text Generation • 8B • Updated Jul 6, 2025 • 8
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47

Reinforcement Learning

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47
Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation

Paper • 2509.15194 • Published Sep 18, 2025 • 33
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness

Paper • 2505.22960 • Published May 29, 2025 • 16

🐙 OctoThinker

Mid-training Incentivizes Reinforcement Learning Scaling

OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling

Paper • 2506.20512 • Published Jun 25, 2025 • 47
OctoThinker/MegaMath-Web-Pro-Max

Viewer • Updated Jul 6, 2025 • 69.2M • 5.74k • 38
OctoThinker/OctoThinker-8B-Long-Base

Text Generation • 8B • Updated Jul 6, 2025 • 6
OctoThinker/OctoThinker-8B-Hybrid-Base

Text Generation • 8B • Updated Jul 6, 2025 • 10k • 2

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Paper • 2502.10391 • Published Feb 14, 2025 • 34
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14, 2025 • 18
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Paper • 2502.08130 • Published Feb 12, 2025 • 9

What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Paper • 2410.23743 • Published Oct 31, 2024 • 64
Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level

Paper • 2411.03562 • Published Nov 5, 2024 • 69
Polynomial Composition Activations: Unleashing the Dynamics of Large Language Models

Paper • 2411.03884 • Published Nov 6, 2024 • 28
MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models

Paper • 2502.00698 • Published Feb 2, 2025 • 24

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 30
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 15
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 44
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 23

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