Hugo Laurençon

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upvoted a paper 25 days ago

Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement

Paper • 2608.31046 • Published about 1 month ago • 97

upvoted a paper about 2 months ago

Seeing or Knowing? Visual Context Sensitivity in Multimodal Large Language Models

Paper • 2607.26326 • Published Jul 28 • 4

upvoted a paper 2 months ago

Kimi K3: Open Frontier Intelligence

Paper • 2607.24653 • Published Jul 27 • 526

upvoted a paper 3 months ago

Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent

Paper • 2606.30616 • Published Jun 29 • 104

upvoted a collection 3 months ago

Gemma 4

Collection

Our most intelligent open models to date • 16 items • Updated about 17 hours ago • 1.15k

upvoted 5 papers 4 months ago

Trust Region On-Policy Distillation

Paper • 2606.01249 • Published May 31 • 47

NITP: Next Implicit Token Prediction for LLM Pre-training

Paper • 2605.24956 • Published May 24 • 33

Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information

Paper • 2605.11609 • Published May 12 • 49

You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories

Paper • 2605.21468 • Published May 20 • 51

Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining

Paper • 2605.14747 • Published May 14 • 57

upvoted 2 papers 5 months ago

Can Muon Fine-tune Adam-Pretrained Models?

Paper • 2605.10468 • Published May 11 • 6

Soohak: A Mathematician-Curated Benchmark for Evaluating Research-level Math Capabilities of LLMs

Paper • 2605.09063 • Published May 9 • 83

upvoted 4 papers 8 months ago

Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation

Paper • 2602.12125 • Published Feb 12 • 70

Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments

Paper • 2602.11964 • Published Feb 12 • 13

Length-Unbiased Sequence Policy Optimization: Revealing and Controlling Response Length Variation in RLVR

Paper • 2602.05261 • Published Feb 5 • 39

Scaling Embeddings Outperforms Scaling Experts in Language Models

Paper • 2601.21204 • Published Jan 29 • 107

upvoted a paper 9 months ago

Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34

upvoted a paper 10 months ago

On the Design of KL-Regularized Policy Gradient Algorithms for LLM Reasoning

Paper • 2505.17508 • Published May 23, 2025 • 8

upvoted 2 papers 11 months ago

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

Paper • 2511.13254 • Published Nov 17, 2025 • 140

ChartM^3: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension

Paper • 2511.02415 • Published Nov 4, 2025 • 5