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Collections including paper arxiv:2502.12143

Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?

Paper • 2502.19361 • Published Feb 26, 2025 • 28
Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning

Paper • 2502.17407 • Published Feb 24, 2025 • 25
Small Models Struggle to Learn from Strong Reasoners

Paper • 2502.12143 • Published Feb 17, 2025 • 39
Language Models can Self-Improve at State-Value Estimation for Better Search

Paper • 2503.02878 • Published Mar 4, 2025 • 10

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published Feb 20, 2025 • 47
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published Feb 18, 2025 • 29
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14, 2025 • 18
Distillation Scaling Laws

Paper • 2502.08606 • Published Feb 12, 2025 • 47

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

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 • 36
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset

Paper • 2403.09029 • Published Mar 14, 2024 • 57
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Paper • 2403.12968 • Published Mar 19, 2024 • 25
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 72
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14, 2024 • 79

Slamming: Training a Speech Language Model on One GPU in a Day

Paper • 2502.15814 • Published Feb 19, 2025 • 69
Small Models Struggle to Learn from Strong Reasoners

Paper • 2502.12143 • Published Feb 17, 2025 • 39
HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading

Paper • 2502.12574 • Published Feb 18, 2025 • 13
Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127

Is Safety Standard Same for Everyone? User-Specific Safety Evaluation of Large Language Models

Paper • 2502.15086 • Published Feb 20, 2025 • 16
How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM?

Paper • 2502.14502 • Published Feb 20, 2025 • 92
Does Time Have Its Place? Temporal Heads: Where Language Models Recall Time-specific Information

Paper • 2502.14258 • Published Feb 20, 2025 • 26
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published Feb 18, 2025 • 29

Llms and reasoning

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Paper • 2501.09686 • Published Jan 16, 2025 • 41
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22, 2025 • 447
Chain-of-Retrieval Augmented Generation

Paper • 2501.14342 • Published Jan 24, 2025 • 58
RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 60
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 53
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 45
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 64

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation

Paper • 2312.04557 • Published Dec 7, 2023 • 13
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

Paper • 2312.04461 • Published Dec 7, 2023 • 62
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively

Paper • 2401.02955 • Published Jan 5, 2024 • 23

Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?

Paper • 2502.19361 • Published Feb 26, 2025 • 28
Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning

Paper • 2502.17407 • Published Feb 24, 2025 • 25
Small Models Struggle to Learn from Strong Reasoners

Paper • 2502.12143 • Published Feb 17, 2025 • 39
Language Models can Self-Improve at State-Value Estimation for Better Search

Paper • 2503.02878 • Published Mar 4, 2025 • 10

Slamming: Training a Speech Language Model on One GPU in a Day

Paper • 2502.15814 • Published Feb 19, 2025 • 69
Small Models Struggle to Learn from Strong Reasoners

Paper • 2502.12143 • Published Feb 17, 2025 • 39
HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading

Paper • 2502.12574 • Published Feb 18, 2025 • 13
Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published Feb 20, 2025 • 47
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published Feb 18, 2025 • 29
Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14, 2025 • 18
Distillation Scaling Laws

Paper • 2502.08606 • Published Feb 12, 2025 • 47

Is Safety Standard Same for Everyone? User-Specific Safety Evaluation of Large Language Models

Paper • 2502.15086 • Published Feb 20, 2025 • 16
How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM?

Paper • 2502.14502 • Published Feb 20, 2025 • 92
Does Time Have Its Place? Temporal Heads: Where Language Models Recall Time-specific Information

Paper • 2502.14258 • Published Feb 20, 2025 • 26
S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning

Paper • 2502.12853 • Published Feb 18, 2025 • 29

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

Llms and reasoning

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Paper • 2501.09686 • Published Jan 16, 2025 • 41
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Paper • 2501.12948 • Published Jan 22, 2025 • 447
Chain-of-Retrieval Augmented Generation

Paper • 2501.14342 • Published Jan 24, 2025 • 58
RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24, 2025 • 28

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 • 36
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 47

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 60
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 53
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 45
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 64

Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset

Paper • 2403.09029 • Published Mar 14, 2024 • 57
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Paper • 2403.12968 • Published Mar 19, 2024 • 25
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 72
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14, 2024 • 79

GenTron: Delving Deep into Diffusion Transformers for Image and Video Generation

Paper • 2312.04557 • Published Dec 7, 2023 • 13
Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

Paper • 2312.04461 • Published Dec 7, 2023 • 62
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively

Paper • 2401.02955 • Published Jan 5, 2024 • 23

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