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Collections including paper arxiv:2511.13254

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

Model Arithmetic

Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance

Paper • 2511.13254 • Published Nov 17, 2025 • 140
Token-Level LLM Collaboration via FusionRoute

Paper • 2601.05106 • Published Jan 8 • 40

LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers

Paper • 2507.04404 • Published Jul 6, 2025 • 22
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float

Paper • 2504.11651 • Published Apr 15, 2025 • 31
A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Paper • 2505.12781 • Published May 19, 2025 • 2
A Survey of Context Engineering for Large Language Models

Paper • 2507.13334 • Published Jul 17, 2025 • 263

Training optimization

The Curse of Depth in Large Language Models

Paper • 2502.05795 • Published Feb 9, 2025 • 40
Transformers without Normalization

Paper • 2503.10622 • Published Mar 13, 2025 • 172
Parallel Scaling Law for Language Models

Paper • 2505.10475 • Published May 15, 2025 • 83
Learning to Skip the Middle Layers of Transformers

Paper • 2506.21103 • Published Jun 26, 2025 • 18

If You Can't Use Them, Recycle Them: Optimizing Merging at Scale Mitigates Performance Tradeoffs

Paper • 2412.04144 • Published Dec 5, 2024 • 6
Merging in a Bottle: Differentiable Adaptive Merging (DAM) and the Path from Averaging to Automation

Paper • 2410.08371 • Published Oct 10, 2024 • 3
MERGE^3: Efficient Evolutionary Merging on Consumer-grade GPUs

Paper • 2502.10436 • Published Feb 9, 2025 • 1
Mergenetic: a Simple Evolutionary Model Merging Library

Paper • 2505.11427 • Published May 16, 2025 • 14

Reinforcement Learning

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 33
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 63
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning

Paper • 2510.25992 • Published Oct 29, 2025 • 48
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence

Paper • 2511.07384 • Published Nov 10, 2025 • 19

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.5k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 96 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 96
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 277

If You Can't Use Them, Recycle Them: Optimizing Merging at Scale Mitigates Performance Tradeoffs

Paper • 2412.04144 • Published Dec 5, 2024 • 6
Merging in a Bottle: Differentiable Adaptive Merging (DAM) and the Path from Averaging to Automation

Paper • 2410.08371 • Published Oct 10, 2024 • 3
MERGE^3: Efficient Evolutionary Merging on Consumer-grade GPUs

Paper • 2502.10436 • Published Feb 9, 2025 • 1
Mergenetic: a Simple Evolutionary Model Merging Library

Paper • 2505.11427 • Published May 16, 2025 • 14

Model Arithmetic

Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance

Paper • 2511.13254 • Published Nov 17, 2025 • 140
Token-Level LLM Collaboration via FusionRoute

Paper • 2601.05106 • Published Jan 8 • 40

Reinforcement Learning

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 33
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 63
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning

Paper • 2510.25992 • Published Oct 29, 2025 • 48
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence

Paper • 2511.07384 • Published Nov 10, 2025 • 19

LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers

Paper • 2507.04404 • Published Jul 6, 2025 • 22
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float

Paper • 2504.11651 • Published Apr 15, 2025 • 31
A Token is Worth over 1,000 Tokens: Efficient Knowledge Distillation through Low-Rank Clone

Paper • 2505.12781 • Published May 19, 2025 • 2
A Survey of Context Engineering for Large Language Models

Paper • 2507.13334 • Published Jul 17, 2025 • 263

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.5k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 96 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

Training optimization

The Curse of Depth in Large Language Models

Paper • 2502.05795 • Published Feb 9, 2025 • 40
Transformers without Normalization

Paper • 2503.10622 • Published Mar 13, 2025 • 172
Parallel Scaling Law for Language Models

Paper • 2505.10475 • Published May 15, 2025 • 83
Learning to Skip the Middle Layers of Transformers

Paper • 2506.21103 • Published Jun 26, 2025 • 18

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models

Paper • 2410.14059 • Published Oct 17, 2024 • 63
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
Token-Efficient Long Video Understanding for Multimodal LLMs

Paper • 2503.04130 • Published Mar 6, 2025 • 96
GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing

Paper • 2503.10639 • Published Mar 13, 2025 • 53

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