Papers18

#test-time scaling

UltraShape 1.0: High-Fidelity 3D Shape Generation via Scalable Geometric Refinement

Tanghui Jia, Dongyu Yan et al.Dec 24arXiv

UltraShape 1.0 is a two-step 3D generator that first makes a simple overall shape and then zooms in to add tiny details.

#3D diffusion#coarse-to-fine generation#voxel-based refinement

GroundingME: Exposing the Visual Grounding Gap in MLLMs through Multi-Dimensional Evaluation

Intermediate

Rang Li, Lei Li et al.Dec 19arXiv

Visual grounding is when an AI finds the exact thing in a picture that a sentence is talking about, and this paper shows today’s big vision-language AIs are not as good at it as we thought.

#visual grounding#multimodal large language models#benchmark

State over Tokens: Characterizing the Role of Reasoning Tokens

Intermediate

Mosh Levy, Zohar Elyoseph et al.Dec 14arXiv

Reasoning tokens (the words a model writes before its final answer) help the model think better, but they are not a trustworthy diary of how it really thought.

#State over Tokens#reasoning tokens#chain-of-thought

DuetSVG: Unified Multimodal SVG Generation with Internal Visual Guidance

Intermediate

Peiying Zhang, Nanxuan Zhao et al.Dec 11arXiv

DuetSVG is a new AI that learns to make SVG graphics by generating an image and the matching SVG code together, like sketching first and then tracing neatly.

#DuetSVG#multimodal generation#SVG generation

Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving

Intermediate

Songyang Gao, Yuzhe Gu et al.Dec 11arXiv

This paper builds a math problem–solving agent, Intern-S1-MO, that thinks in multiple rounds and remembers proven mini-results called lemmas so it can solve very long, Olympiad-level problems.

#long-horizon reasoning#lemma-based memory#multi-agent reasoning

ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models

Intermediate

Long Lian, Sida Wang et al.Nov 24arXiv

ThreadWeaver teaches a language model to split big problems into smaller parts it can solve at the same time, like teammates working in parallel.

#adaptive parallel reasoning#fork–join#threaded inference

1 2