DeepScaleR

DeepScaleR

Agentica Project
GLM-4.1V

GLM-4.1V

Zhipu AI
+
+

Related Products

  • ScriptSure
    30 Ratings
    Visit Website
  • RunPod
    180 Ratings
    Visit Website
  • PackageX OCR Scanning
    46 Ratings
    Visit Website
  • Setplex
    10 Ratings
    Visit Website
  • Gemini
    1,037,445 Ratings
    Visit Website
  • Ango Hub
    15 Ratings
    Visit Website
  • Syncro
    502 Ratings
    Visit Website
  • Adaptive Security
    82 Ratings
    Visit Website
  • CMW Platform
    680 Ratings
    Visit Website
  • Iru
    1,457 Ratings
    Visit Website

About

DeepScaleR is a 1.5-billion-parameter language model fine-tuned from DeepSeek-R1-Distilled-Qwen-1.5B using distributed reinforcement learning and a novel iterative context-lengthening strategy that gradually increases its context window from 8K to 24K tokens during training. It was trained on ~40,000 carefully curated mathematical problems drawn from competition-level datasets like AIME (1984–2023), AMC (pre-2023), Omni-MATH, and STILL. DeepScaleR achieves 43.1% accuracy on AIME 2024, a roughly 14.3 percentage point boost over the base model, and surpasses the performance of the proprietary O1-Preview model despite its much smaller size. It also posts strong results on a suite of math benchmarks (e.g., MATH-500, AMC 2023, Minerva Math, OlympiadBench), demonstrating that small, efficient models tuned with RL can match or exceed larger baselines on reasoning tasks.

About

GLM-4.1V is a vision-language model, providing a powerful, compact multimodal model designed for reasoning and perception across images, text, and documents. The 9-billion-parameter variant (GLM-4.1V-9B-Thinking) is built on the GLM-4-9B foundation and enhanced through a specialized training paradigm using Reinforcement Learning with Curriculum Sampling (RLCS). It supports a 64k-token context window and accepts high-resolution inputs (up to 4K images, any aspect ratio), enabling it to handle complex tasks such as optical character recognition, image captioning, chart and document parsing, video and scene understanding, GUI-agent workflows (e.g., interpreting screenshots, recognizing UI elements), and general vision-language reasoning. In benchmark evaluations at the 10 B-parameter scale, GLM-4.1V-9B-Thinking achieved top performance on 23 of 28 tasks.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Researchers, students, and developers interested in an AI model capable of mathematical reasoning and logic tasks without requiring heavy hardware

Audience

Developers and AI researchers seeking a solution offering a vision-language model that balances size and capability, ideal for building multimodal agents, document/image analysis tools, or GUI-based automation workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Agentica Project
Founded: 2025
United States
agentica-project.com

Company Information

Zhipu AI
Founded: 2023
China
chat.z.ai/

Alternatives

DeepCoder

DeepCoder

Agentica Project

Alternatives

GLM-4.6V

GLM-4.6V

Zhipu AI
HunyuanOCR

HunyuanOCR

Tencent
Phi-4-reasoning

Phi-4-reasoning

Microsoft
GLM-4.5V-Flash

GLM-4.5V-Flash

Zhipu AI
Athene-V2

Athene-V2

Nexusflow
Pixtral Large

Pixtral Large

Mistral AI

Categories

Categories

Integrations

Claude Code
Cline
Kilo Code
OpenRouter
Roo Code
Sup AI

Integrations

Claude Code
Cline
Kilo Code
OpenRouter
Roo Code
Sup AI
Claim DeepScaleR and update features and information
Claim DeepScaleR and update features and information
Claim GLM-4.1V and update features and information
Claim GLM-4.1V and update features and information