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Collections including paper arxiv:2511.08567

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32
Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16 • 47
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA

Paper • 2510.04849 • Published Oct 6 • 113

rl-post-training

Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels

Paper • 2510.06499 • Published Oct 7 • 31
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32

about 12 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 510 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23 • 88

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 18
Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Paper • 2509.10396 • Published Sep 12 • 15
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32

fine-tune for VLM

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32
Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Paper • 2509.01106 • Published Sep 1 • 49

Chain of thought

NousResearch/Hermes-4-70B-FP8

Text Generation • 71B • Updated Sep 12 • 275 • 25
NousResearch/Hermes-4-405B-FP8

Text Generation • 406B • Updated Sep 2 • 1.1k • 21
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Paper • 2508.21365 • Published Aug 29 • 29
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Paper • 2509.15566 • Published Sep 19 • 14

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32
Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16 • 47
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA

Paper • 2510.04849 • Published Oct 6 • 113

fine-tune for VLM

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32
Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Paper • 2509.01106 • Published Sep 1 • 49

rl-post-training

Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels

Paper • 2510.06499 • Published Oct 7 • 31
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32

Chain of thought

NousResearch/Hermes-4-70B-FP8

Text Generation • 71B • Updated Sep 12 • 275 • 25
NousResearch/Hermes-4-405B-FP8

Text Generation • 406B • Updated Sep 2 • 1.1k • 21
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Paper • 2508.21365 • Published Aug 29 • 29
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Paper • 2509.15566 • Published Sep 19 • 14

about 12 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 510 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23 • 88

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 18
Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Paper • 2509.10396 • Published Sep 12 • 15
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 29 days ago • 32

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