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Collections including paper arxiv:2503.20201

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 37
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

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

Paper • 2509.03059 • Published Sep 3 • 24
Universal Deep Research: Bring Your Own Model and Strategy

Paper • 2509.00244 • Published Aug 29 • 13
<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 • 13

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Paper • 2503.19470 • Published Mar 25 • 19
Spacer: Towards Engineered Scientific Inspiration

Paper • 2508.17661 • Published Aug 25 • 32
DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1 • 57

Phi-4 Technical Report

Paper • 2412.08905 • Published Dec 12, 2024 • 122
Evaluating and Aligning CodeLLMs on Human Preference

Paper • 2412.05210 • Published Dec 6, 2024 • 50
Evaluating Language Models as Synthetic Data Generators

Paper • 2412.03679 • Published Dec 4, 2024 • 48
Yi-Lightning Technical Report

Paper • 2412.01253 • Published Dec 2, 2024 • 28

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 28
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 43
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 54
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48
BizGen: Advancing Article-level Visual Text Rendering for Infographics Generation

Paper • 2503.20672 • Published Mar 26 • 14

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48

Cognitive Architecture

Towards Modular LLMs by Building and Reusing a Library of LoRAs

Paper • 2405.11157 • Published May 18, 2024 • 31
Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts

Paper • 2406.12034 • Published Jun 17, 2024 • 16
FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Paper • 2407.04051 • Published Jul 4, 2024 • 39
OLMoE: Open Mixture-of-Experts Language Models

Paper • 2409.02060 • Published Sep 3, 2024 • 78

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 24
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 87
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Paper • 2408.00764 • Published Aug 1, 2024 • 1

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 39
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 37
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48

Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated

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

Paper • 2509.03059 • Published Sep 3 • 24
Universal Deep Research: Bring Your Own Model and Strategy

Paper • 2509.00244 • Published Aug 29 • 13
<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 • 13

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48
BizGen: Advancing Article-level Visual Text Rendering for Infographics Generation

Paper • 2503.20672 • Published Mar 26 • 14

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Paper • 2503.19470 • Published Mar 25 • 19
Spacer: Towards Engineered Scientific Inspiration

Paper • 2508.17661 • Published Aug 25 • 32
DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

Paper • 2509.01396 • Published Sep 1 • 57

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Paper • 2503.20201 • Published Mar 26 • 48

Phi-4 Technical Report

Paper • 2412.08905 • Published Dec 12, 2024 • 122
Evaluating and Aligning CodeLLMs on Human Preference

Paper • 2412.05210 • Published Dec 6, 2024 • 50
Evaluating Language Models as Synthetic Data Generators

Paper • 2412.03679 • Published Dec 4, 2024 • 48
Yi-Lightning Technical Report

Paper • 2412.01253 • Published Dec 2, 2024 • 28

Cognitive Architecture

Towards Modular LLMs by Building and Reusing a Library of LoRAs

Paper • 2405.11157 • Published May 18, 2024 • 31
Self-MoE: Towards Compositional Large Language Models with Self-Specialized Experts

Paper • 2406.12034 • Published Jun 17, 2024 • 16
FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Paper • 2407.04051 • Published Jul 4, 2024 • 39
OLMoE: Open Mixture-of-Experts Language Models

Paper • 2409.02060 • Published Sep 3, 2024 • 78

FLAME: Factuality-Aware Alignment for Large Language Models

Paper • 2405.01525 • Published May 2, 2024 • 28
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data

Paper • 2405.14333 • Published May 23, 2024 • 43
Transformers Can Do Arithmetic with the Right Embeddings

Paper • 2405.17399 • Published May 27, 2024 • 54
EasyAnimate: A High-Performance Long Video Generation Method based on Transformer Architecture

Paper • 2405.18991 • Published May 29, 2024 • 12

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 24
OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Paper • 2412.19723 • Published Dec 27, 2024 • 87
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Paper • 2408.00764 • Published Aug 1, 2024 • 1

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