Comparison
dart-math vs oumi
Verdict
Pick dart-math if dART-Math provides sophisticated difficulty-aware rejection tuning for enhancing mathematical problem-solving capabilities of deep learning models; pick oumi if oumi is a tool for fine-tuning, evaluating, and deploying open-source large language models (LLMs) such as Gemma 4, Qwen3.5, Qwen3.6, gpt-oss, DeepSeek-R1, among others.
Markdown twin · dart-math alternatives · oumi alternatives
GraphCanon updated 1d
Trust & integrity
| Signal | dart-math | oumi |
|---|---|---|
| Maintenance | Dormant (595d since push) As of 3w · github_public_v1 | Very active (1d since push) As of 1d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Organization account As of 1d · github_public_v1 |
| OSV dependency advisories | No published findings from this source as of 2026-07-11 As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- dart-math
- Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
- oumi
- Easily fine-tune, evaluate and deploy open source LLMs/VLMs
Stars
- dart-math
- 120
- oumi
- 9.4k
Forks
- dart-math
- 8
- oumi
- 784
Open issues
- dart-math
- 5
- oumi
- 34
Language
- dart-math
- Jupyter Notebook
- oumi
- Python
Adopt for
- dart-math
- DART-Math provides sophisticated difficulty-aware rejection tuning for enhancing mathematical problem-solving capabilities of deep learning models.
- oumi
- Oumi is a tool for fine-tuning, evaluating, and deploying open-source large language models (LLMs) such as Gemma 4, Qwen3.5, Qwen3.6, gpt-oss, DeepSeek-R1, among others.
Persona
- dart-math
- -
- oumi
- -
Runtime
- dart-math
- -
- oumi
- -
License
- dart-math
- MIT
- oumi
- Oumi is released under Apache-2.0 license, providing users with a permissive free software license that includes the terms of the MIT License while also addressing patent liability issues.
Last pushed
- dart-math
- Dec 10, 2024
- oumi
- Aug 21, 2026
Categories
- dart-math
- Evaluation & Observability, Inference & Serving, Model Training
- oumi
- Evaluation & Observability, Inference & Serving, Model Training
Trust and health
Maintenance
- dart-math
- Dormant (18%)
- oumi
- Very active (96%)
Days since push
- dart-math
- 595d
- oumi
- 1d
Open issues (now)
- dart-math
- 5
- oumi
- 34
Stars delta
- dart-math
- Unknown
- oumi
- +17 (30d)
Open issues delta
- dart-math
- Unknown
- oumi
- +3 (30d)
OSV dependency advisories
- dart-math
- No published findings from this source as of 2026-07-11
- oumi
- No lockfile (source not queried)
Full report
- dart-math
- Trust report
- oumi
- Trust report
Choose dart-math if…
- dart-math is primarily Jupyter Notebook; oumi is Python.
- License: dart-math is MIT, oumi is Apache-2.0.
- Requirements: Min 8 GB RAM; Requires a solid understanding of deep learning frameworks like TensorFlow or PyTorch; Primarily developed for Python environment with packages such as Jupyter Notebook.
- Tags unique to dart-math: deep-learning, llm, llm-evaluation, llm-inference.
- Consider DART-Math when you need to improve the performance of your model on specific mathematical problems where difficulty is a critical factor.
When NOT to use dart-math
- Avoid using DART-Math when simplicity and ease-of-implementation are prioritized over performance gains on complex mathematical problems.
- Do not use DART-Math if your application does not require fine-tuning for varying levels of difficulty in problem-solving scenarios; simpler methods may suffice.
Choose oumi if…
- oumi is primarily Python; dart-math is Jupyter Notebook.
- License: oumi is Apache-2.0, dart-math is MIT.
- Requirements: Requires Docker; Docker is used for standardized and portable environment deployments..
- Tags unique to oumi: dpo, evaluation, fine-tuning, llms.
- oumi ships Docker support for self-hosted deployment.
- - You are working specifically with one of the supported open-source LLMs including Gemma 4 or Qwen variants.
When NOT to use oumi
- - If your focus is on proprietary models rather than open-source ones, Oumi may not offer the necessary support or integrations.
- - You require deployment flexibility beyond what Oumi provides for less commonly supported open-source LLMs outside its primary focus (e.g., Gemma 4, Qwen series).
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hkust-nlp/dart-math) · observed Jul 29, 2026
- GitHub forks (hkust-nlp/dart-math) · observed Jul 29, 2026
- Last push (hkust-nlp/dart-math) · observed Dec 10, 2024
- License file (MIT) · observed Jul 29, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (oumi-ai/oumi) · observed Aug 23, 2026
- GitHub forks (oumi-ai/oumi) · observed Aug 23, 2026
- Last push (oumi-ai/oumi) · observed Aug 21, 2026
- License file (Apache-2.0) · observed Aug 23, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: dart-math 120 · oumi 9.4k (synced Jul 29, 2026).
Common questions
- What is the difference between dart-math and oumi?
- dart-math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving. oumi: Easily fine-tune, evaluate and deploy open source LLMs/VLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose dart-math over oumi?
- Choose dart-math over oumi when dart-math is primarily Jupyter Notebook; oumi is Python; License: dart-math is MIT, oumi is Apache-2.0; Requirements: Min 8 GB RAM; Requires a solid understanding of deep learning frameworks like TensorFlow or PyTorch; Primarily developed for Python environment with packages such as Jupyter Notebook; Tags unique to dart-math: deep-learning, llm, llm-evaluation, llm-inference; Consider DART-Math when you need to improve the performance of your model on specific mathematical problems where difficulty is a critical factor.
- When should I choose oumi over dart-math?
- Choose oumi over dart-math when oumi is primarily Python; dart-math is Jupyter Notebook; License: oumi is Apache-2.0, dart-math is MIT; Requirements: Requires Docker; Docker is used for standardized and portable environment deployments.; Tags unique to oumi: dpo, evaluation, fine-tuning, llms; oumi ships Docker support for self-hosted deployment; - You are working specifically with one of the supported open-source LLMs including Gemma 4 or Qwen variants.
- When should I avoid dart-math?
- Avoid using DART-Math when simplicity and ease-of-implementation are prioritized over performance gains on complex mathematical problems. Do not use DART-Math if your application does not require fine-tuning for varying levels of difficulty in problem-solving scenarios; simpler methods may suffice.
- When should I avoid oumi?
- - If your focus is on proprietary models rather than open-source ones, Oumi may not offer the necessary support or integrations. - You require deployment flexibility beyond what Oumi provides for less commonly supported open-source LLMs outside its primary focus (e.g., Gemma 4, Qwen series).
- Is dart-math or oumi more popular on GitHub?
- oumi has more GitHub stars (9,376 vs 120). Stars measure visibility, not whether either tool fits your constraints.
- Are dart-math and oumi open source?
- Yes - both are open-source projects on GitHub (dart-math: MIT, oumi: Apache-2.0).
- Where can I find alternatives to dart-math or oumi?
- GraphCanon lists graph-backed alternatives at dart-math alternatives and oumi alternatives (dart-math markdown twin, oumi markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, dart-math or oumi?
- dart-math: Dormant. oumi: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for dart-math and oumi?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: dart-math trust report; oumi trust report.