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upvoted 9 papers 1 day ago

Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing

Paper • 2602.03845 • Published 3 days ago • 24

Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration

Paper • 2602.03647 • Published 3 days ago • 7

Horizon-LM: A RAM-Centric Architecture for LLM Training

Paper • 2602.04816 • Published 2 days ago • 16

EPAS: Efficient Training with Progressive Activation Sharing

Paper • 2601.19089 • Published 11 days ago • 1

Expanding the Capabilities of Reinforcement Learning via Text Feedback

Paper • 2602.02482 • Published 4 days ago • 2

Beyond Output Critique: Self-Correction via Task Distillation

Paper • 2602.00871 • Published 6 days ago • 1

Chronicals: A High-Performance Framework for LLM Fine-Tuning with 3.51x Speedup over Unsloth

Paper • 2601.02609 • Published Jan 6 • 1

No One-Size-Fits-All: Building Systems For Translation to Bashkir, Kazakh, Kyrgyz, Tatar and Chuvash Using Synthetic And Original Data

Paper • 2602.04442 • Published 3 days ago • 4

Residual Context Diffusion Language Models

Paper • 2601.22954 • Published 8 days ago • 30

upvoted a collection 4 days ago

Falcon-H1-Tiny

Collection

A series of extremely small, yet powerful language models redefining capabilities at small scale • 22 items • Updated 22 days ago • 34

upvoted 10 papers 5 days ago

Reinforcement Learning from Meta-Evaluation: Aligning Language Models Without Ground-Truth Labels

Paper • 2601.21268 • Published 9 days ago • 3

FROST: Filtering Reasoning Outliers with Attention for Efficient Reasoning

Paper • 2601.19001 • Published 11 days ago • 4

Mechanistic Data Attribution: Tracing the Training Origins of Interpretable LLM Units

Paper • 2601.21996 • Published 8 days ago • 4

ECO: Quantized Training without Full-Precision Master Weights

Paper • 2601.22101 • Published 8 days ago • 6

KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices

Paper • 2601.21579 • Published 9 days ago • 6

Beyond Imitation: Reinforcement Learning for Active Latent Planning

Paper • 2601.21598 • Published 9 days ago • 9

Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts

Paper • 2601.22156 • Published 8 days ago • 10

Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening

Paper • 2601.21590 • Published 9 days ago • 12

Self-Improving Pretraining: using post-trained models to pretrain better models

Paper • 2601.21343 • Published 9 days ago • 15

Language-based Trial and Error Falls Behind in the Era of Experience

Paper • 2601.21754 • Published 9 days ago • 16