Research

Hugging Face Trending Models June 2026

Hugging Face trending models snapshot for June 2026. DeepSeek V4.1, Qwen 3.7, GLM-6, Llama 4.5, and Gemma 4 dominate downloads after the June frontier wave.

By Ramanath, CTO & Co-Founder at Presenc AI · Last updated: June 2026

Hugging Face trending rankings are a leading indicator of open-weight model adoption. This page snapshots the top trending text-generation and multimodal models as of June 2026 after the June frontier-release wave.

June 2026 Top 20 Trending (Text Generation)

RankModelVendorLicense
1DeepSeek V4.1 FlashDeepSeekDeepSeek License
2Qwen 3.7 (flagship)AlibabaQwen License
3Gemma 4 (31B Dense)GoogleApache 2.0
4Llama 4.5 MaverickMetaLlama Community License
5GLM-6 (flagship MoE)Zhipu AIMIT-modified
6DeepSeek V4.1 (smaller variants)DeepSeekDeepSeek License
7Llama 4.5 ScoutMetaLlama Community License
8Qwen 3.7 CoderAlibabaQwen License
9Qwen 3.7 VL (vision)AlibabaQwen License
10Kimi K2.6Moonshot AIMIT-modified
11Mistral Small 3.xMistral AIApache 2.0
12Hunyuan Large 3 (smaller variants)TencentCustom open
13Yi-Lightning 201.AIApache 2.0
14Phi-4 seriesMicrosoftMIT
15FLUX 1.1 Pro (image)Black Forest LabsCustom commercial
16Stable Diffusion 4Stability AICustom open
17Whisper v3 Turbo (audio)OpenAIMIT
18Sentence-Transformers v3MultipleApache 2.0
19NV-Embed v3 (NVIDIA)NVIDIACustom open
20BGE-M3 v2 (BAAI)BAAIMIT

Key Takeaways

  • DeepSeek V4.1 Flash took the top trending slot within one week of release.
  • Chinese open-weight models hold five of the top ten slots, the highest concentration on record.
  • Gemma 4 maintains a strong number three position thanks to Apache 2.0 commercial clarity.
  • Embedding models (NV-Embed, BGE-M3, Sentence-Transformers) continue to dominate the long-tail of downloads.

Methodology

Trending rankings from huggingface.co/models trending tab, sampled at the start of June 2026. Trending reflects recent download velocity not cumulative downloads. Updated monthly.

How Presenc AI Helps

Presenc AI tracks brand visibility on the open-weight models that get embedded in developer tooling and self-hosted enterprise deployments, where brand mentions propagate into derivative outputs users never directly attribute to a specific model.

Frequently Asked Questions

A leading indicator of recent download velocity, not cumulative downloads. Models that ship to broad adoption typically appear in trending within days of release before settling in the long-tail downloads leaderboard.
DeepSeek V4.1 Flash, which took the top slot within one week of its June 2026 release.
The June 2026 Chinese frontier convergence shipped six competitive releases within two weeks (Qwen 3.7, DeepSeek V4.1, Hunyuan Large 3, ERNIE 5.1, Doubao Pro, GLM-6). Open-weight subset of those releases drove the trending concentration.
Trending reflects velocity. Total downloads reflect cumulative adoption. Established models like Llama 4 base variants dominate cumulative downloads even when newer models lead trending.

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