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Collections including paper arxiv:2511.08567

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37
Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 49
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA

Paper • 2510.04849 • Published Oct 6, 2025 • 117

fine-tune for VLM

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37
Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Paper • 2509.01106 • Published Sep 1, 2025 • 52

Chain of thought

NousResearch/Hermes-4-70B-FP8

Text Generation • 71B • Updated Sep 12, 2025 • 1.19k • 42
NousResearch/Hermes-4-405B-FP8

Text Generation • 406B • Updated Sep 2, 2025 • 198 • 37
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Paper • 2508.21365 • Published Aug 29, 2025 • 29
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Paper • 2509.15566 • Published Sep 19, 2025 • 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, 2025 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

reasoning_model

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Paper • 2511.16334 • Published Nov 20, 2025 • 96
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 105
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute

Paper • 2509.04475 • Published Aug 30, 2025 • 3
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 109

rl-post-training

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

Paper • 2510.06499 • Published Oct 7, 2025 • 33
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 439 • 103
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 41
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 98
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 89

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 14
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, 2025 • 17
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37
Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 49
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA

Paper • 2510.04849 • Published Oct 6, 2025 • 117

reasoning_model

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Paper • 2511.16334 • Published Nov 20, 2025 • 96
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 105
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute

Paper • 2509.04475 • Published Aug 30, 2025 • 3
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 109

fine-tune for VLM

The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37
Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Paper • 2509.01106 • Published Sep 1, 2025 • 52

rl-post-training

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

Paper • 2510.06499 • Published Oct 7, 2025 • 33
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37

Chain of thought

NousResearch/Hermes-4-70B-FP8

Text Generation • 71B • Updated Sep 12, 2025 • 1.19k • 42
NousResearch/Hermes-4-405B-FP8

Text Generation • 406B • Updated Sep 2, 2025 • 198 • 37
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Paper • 2508.21365 • Published Aug 29, 2025 • 29
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Paper • 2509.15566 • Published Sep 19, 2025 • 14

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 439 • 103
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 41
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 98
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 89

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, 2025 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 14
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, 2025 • 17
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published Nov 11, 2025 • 37

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