2025-02-21s

LLMs struggle with positional bias and lack transparency when summarizing long contexts. This paper introduces SUnsET dataset and fine-tuning methods to improve unstructured evidence citation and summ…

SigLIP 2: Multilingual Vision-Language Encoders with Semantic Understanding, Localization, and Dense Features.

CoSyn: Code-guided synth data for scaling text-rich image understanding, achieving SOTA via targeted multimodal data generation!

S*: Hybrid test-time scaling for code generation, boosting both coverage and selection accuracy.

RelaCtrl: Relevance-guided control boosts diffusion transformer efficiency, cutting parameters by intelligently allocating resources.

PC-Agent: A new hierarchical framework that significantly improves complex task automation on PCs by 32%!

MLGYM: A new framework & benchmark to advance AI Research Agents

Logic-RL unlocks LLM reasoning via rule-based reinforcement learning, generalizing to math problems after training on logic puzzles.

PURE: LLM-driven user profile management boosts recommendation by harnessing user reviews for personalized insights while tackling token limits. PURE enhances LLMs for better recommendations.

Packing new knowledge into LoRA adapters can harm LLMs! A delicate balance is needed to prevent performance decline.

Personalizing video models for dynamic concepts is now achievable with Set-and-Sequence: enabling high-fidelity generation, editing, and composition!

LLMs have ‘Temporal Heads’ that process time-specific facts!

RL optimizes quantum error-correcting codes, slashing physical qubit overhead for fault-tolerant quantum computing.

AlphaMaze enhances LLMs’ spatial intelligence via GRPO, achieving 93% accuracy in maze navigation and showing emergent reasoning.

New geolocation dataset & reasoning framework enhance accuracy and interpretability by leveraging human gameplay data.

S2R: Teaches LLMs to self-verify and self-correct, boosting reasoning with efficient reinforcement learning.

Multilingual LLMs Hallucinate! This study measures hallucination across 30 languages.