News · 新闻

Releases, papers, and lab milestones.

Updates from Coolwei AI Lab: research published, products shipped, and moments worth recording.


Releases · papers · milestonesLatest August 2026

2026

AugProduct Update
August 2026Product Update

GEC refreshed: from character diffs to phrase-level review

Our August frontend update introduces Yanlan-expand: single-character differences become phrase-level highlights, keeping the context of each correction in view.

MayMajor Release
May 2026Major Release

Yanlan V3.0 released

All 8 weighted metrics ahead of V2.0, with 43 of 47 comparisons won. Chinese pre-publication correction for publishing, government communications, and enterprise content.

AprarXiv
April 2026arXiv

ThinkTwice released

Models are like students who grind problem sets but never check their paper: they solve, they don’t fix. ThinkTwice trains “checking” into a skill — an 11.5-point gain on AIME pass@4.

MararXiv
March 2026arXiv

Grounded Chess Reasoning released

Engines are like master craftsmen who cannot teach: accurate, but unable to explain. Master Distillation gives a 4B model concise puzzle commentary that surpasses its teacher.

MararXiv
March 2026arXiv

OasisSimp dataset released

Rewriting official prose into plain language has no yardstick in most languages. Five languages, 9,519 sentences, written by native speakers — the first open evaluation for low-resource simplification.

FebKDD 2026
February 2026KDD 2026

SWE-Bench Mobile released

50 real iOS feature tasks, 449 human-written tests, ~500K lines of production code, and a best task pass rate of 12%.

2025

OctMajor Release
October 2025Major Release

Yanlan model upgrade released

False-alarm rate down 10×, processing 15× faster, deployment cost down 10× — text, video subtitles, audio transcripts and face checks now run in one system.

AugCOLM 2025
August 2025COLM 2025

SEAM accepted at COLM 2025

A report should read the same in any format; models often disagree with themselves. SEAM quantifies cross-modal inconsistency in 21 vision-language models across chess, molecules, scores, and graphs.

AugProject Launch
August 2025Project Launch

Mobile-Agent-Bench project launched

The start of a long-running collaboration to evaluate coding agents on real mobile production codebases.

JunFounding
June 2025Founding

Coolwei AI Lab founded

Focused on safe deployment, evaluation, and real-world applications of large language models.

2024

DecNeurIPS Spotlight
December 2024NeurIPS Spotlight

Report Cards receives NeurIPS SoLaR Spotlight

Like a teacher writing comments, Report Cards auto-write behavior reports for models — verified to genuinely help people tell models apart. A NeurIPS SoLaR Spotlight.