Post
881
Gemma 3 seems to be really good at human preference. Just waiting for ppl to see it.
Team Tonic
community
AI & ML interests
vision , multimedia , gradio, accessibility & cool demos
TeamTonic's activity
prithivMLmods
posted
an
update
1 day ago
Post
1483
Gemma-3-4B : Image and Video Inference 🖼️🎥
🧤Space: prithivMLmods/Imagineo-Chat
@gemma3-4b : {Tag + Space_+ 'prompt'}
@gemma3-4b-video : {Tag + Space_+ 'prompt'}
By default, it runs: prithivMLmods/Qwen2-VL-OCR-2B-Instruct
Additionally, I have also tested Aya-Vision 8B vs Custom Qwen2-VL-OCR for OCR with test case samples on messy handwriting for experimental purposes to optimize edge device VLMs for Optical Character Recognition.
📜Read the blog here: https://huggingface.co/blog/prithivMLmods/aya-vision-vs-qwen2vl-ocr-2b
🧤Space: prithivMLmods/Imagineo-Chat
@gemma3-4b : {Tag + Space_+ 'prompt'}
@gemma3-4b-video : {Tag + Space_+ 'prompt'}
By default, it runs: prithivMLmods/Qwen2-VL-OCR-2B-Instruct
Additionally, I have also tested Aya-Vision 8B vs Custom Qwen2-VL-OCR for OCR with test case samples on messy handwriting for experimental purposes to optimize edge device VLMs for Optical Character Recognition.
📜Read the blog here: https://huggingface.co/blog/prithivMLmods/aya-vision-vs-qwen2vl-ocr-2b
- 1 reply
Post
837
🚀AraClip is now fully integrated with Hugging Face 🤗
AraClip is a specialized CLIP model that was created by @pain and optimized for Arabic text-image retrieval tasks🔥
🔗 Try it out 🔗
🤖 model: Arabic-Clip/araclip
🧩 Gradio demo: Arabic-Clip/Araclip-Simplified
🌐 website: https://arabic-clip.github.io/Arabic-CLIP/
AraClip is a specialized CLIP model that was created by @pain and optimized for Arabic text-image retrieval tasks🔥
🔗 Try it out 🔗
🤖 model: Arabic-Clip/araclip
🧩 Gradio demo: Arabic-Clip/Araclip-Simplified
🌐 website: https://arabic-clip.github.io/Arabic-CLIP/
- 1 reply
prithivMLmods
posted
an
update
2 days ago
Post
2685
Variable Demo for Two Image-to-Text-to-Text Multimodals 🌠
📜Space: prithivMLmods/Multimodal-OCR
By default, it will use:
prithivMLmods/Qwen2-VL-OCR-2B-Instruct or
prithivMLmods/Qwen2-VL-OCR2-2B-Instruct
To trigger Aya-Vision's 8B by @aya-vision , use the prompt:
CohereForAI/aya-vision-8b
📜Space: prithivMLmods/Multimodal-OCR
By default, it will use:
prithivMLmods/Qwen2-VL-OCR-2B-Instruct or
prithivMLmods/Qwen2-VL-OCR2-2B-Instruct
To trigger Aya-Vision's 8B by @aya-vision , use the prompt:
CohereForAI/aya-vision-8b
Post
1004
🙋🏻♂️Hey there folks,
Did you know that you can use ModernBERT to detect model hallucinations ?
Check out the Demo : Tonic/hallucination-test
See here for Medical Context Demo : MultiTransformer/tonic-discharge-guard
check out the model from KRLabs : KRLabsOrg/lettucedect-large-modernbert-en-v1
and the library they kindly open sourced for it : https://github.com/KRLabsOrg/LettuceDetect
👆🏻if you like this topic please contribute code upstream 🚀
Did you know that you can use ModernBERT to detect model hallucinations ?
Check out the Demo : Tonic/hallucination-test
See here for Medical Context Demo : MultiTransformer/tonic-discharge-guard
check out the model from KRLabs : KRLabsOrg/lettucedect-large-modernbert-en-v1
and the library they kindly open sourced for it : https://github.com/KRLabsOrg/LettuceDetect
👆🏻if you like this topic please contribute code upstream 🚀
- 2 replies
ZennyKenny
posted
an
update
8 days ago
Post
482
It took me a while, but I've finally got it working:
ZennyKenny/note-to-text
Using a Meta LLaMa checkpoint from Unsloth and some help from the HF community, you can capture handwritten notes and convert them into digital format in just a few second.
Really exciting times for AI builders on Hugging Face.
Using a Meta LLaMa checkpoint from Unsloth and some help from the HF community, you can capture handwritten notes and convert them into digital format in just a few second.
Really exciting times for AI builders on Hugging Face.
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- 2 replies
Post
644
Powered by
KRLabsOrg/lettucedect-large-modernbert-en-v1 from KRLabsOrg.
Detect hallucinations in answers based on context and questions using ModernBERT with 8192-token context support!
### Model Details
- **Model Name**: [lettucedect-large-modernbert-en-v1]( KRLabsOrg/lettucedect-large-modernbert-en-v1)
- **Organization**: [KRLabsOrg](https://huggingface.co/KRLabsOrg)
- **Github**: [https://github.com/KRLabsOrg/LettuceDetect](https://github.com/KRLabsOrg/LettuceDetect)
- **Architecture**: ModernBERT (Large) with extended context support up to 8192 tokens
- **Task**: Token Classification / Hallucination Detection
- **Training Dataset**: [RagTruth]( wandb/RAGTruth-processed)
- **Language**: English
- **Capabilities**: Detects hallucinated spans in answers, provides confidence scores, and calculates average confidence across detected spans.
LettuceDetect excels at processing long documents to determine if an answer aligns with the provided context, making it a powerful tool for ensuring factual accuracy.
Detect hallucinations in answers based on context and questions using ModernBERT with 8192-token context support!
### Model Details
- **Model Name**: [lettucedect-large-modernbert-en-v1]( KRLabsOrg/lettucedect-large-modernbert-en-v1)
- **Organization**: [KRLabsOrg](https://huggingface.co/KRLabsOrg)
- **Github**: [https://github.com/KRLabsOrg/LettuceDetect](https://github.com/KRLabsOrg/LettuceDetect)
- **Architecture**: ModernBERT (Large) with extended context support up to 8192 tokens
- **Task**: Token Classification / Hallucination Detection
- **Training Dataset**: [RagTruth]( wandb/RAGTruth-processed)
- **Language**: English
- **Capabilities**: Detects hallucinated spans in answers, provides confidence scores, and calculates average confidence across detected spans.
LettuceDetect excels at processing long documents to determine if an answer aligns with the provided context, making it a powerful tool for ensuring factual accuracy.
prithivMLmods
posted
an
update
8 days ago
Post
4916
SigLIP2 Image Classification 🧤
> https://huggingface.co/blog/prithivMLmods/siglip2-finetune-image-classification
> https://huggingface.co/blog/prithivMLmods/siglip2-finetune-image-classification
ZennyKenny
posted
an
update
13 days ago
Post
1874
I've spent most of time working with AI on user-facing apps like Chatbots and TextGen, but today I decided to work on something that I think has a lot of applications for Data Science teams:
ZennyKenny/comment_classification
This Space supports uploading a user CSV and categorizing the fields based on user-defined categories. The applications of AI in production are truly endless. 🚀
This Space supports uploading a user CSV and categorizing the fields based on user-defined categories. The applications of AI in production are truly endless. 🚀
prithivMLmods
posted
an
update
16 days ago
Post
5847
Dropping some of the custom fine-tunes based on SigLIP2,
with a single/multi label classification problem type! 🌀🧤
- AI vs Deepfake vs Real : prithivMLmods/AI-vs-Deepfake-vs-Real-Siglip2
- Deepfake Detect : prithivMLmods/Deepfake-Detect-Siglip2
- Fire Detection : prithivMLmods/Fire-Detection-Siglip2
- Deepfake Quality Assess : prithivMLmods/Deepfake-Quality-Assess-Siglip2
- Guard Against Unsafe Content : prithivMLmods/Guard-Against-Unsafe-Content-Siglip2
🌠Collection : prithivMLmods/siglip2-custom-67bcdb2de8fe96b99fb4e19e
with a single/multi label classification problem type! 🌀🧤
- AI vs Deepfake vs Real : prithivMLmods/AI-vs-Deepfake-vs-Real-Siglip2
- Deepfake Detect : prithivMLmods/Deepfake-Detect-Siglip2
- Fire Detection : prithivMLmods/Fire-Detection-Siglip2
- Deepfake Quality Assess : prithivMLmods/Deepfake-Quality-Assess-Siglip2
- Guard Against Unsafe Content : prithivMLmods/Guard-Against-Unsafe-Content-Siglip2
🌠Collection : prithivMLmods/siglip2-custom-67bcdb2de8fe96b99fb4e19e
prithivMLmods
posted
an
update
19 days ago
Post
5821
It's really interesting about the deployment of a new state of matter in Majorana 1: the world’s first quantum processor powered by topological qubits. If you missed this news this week, here are some links for you:
🅱️Topological qubit arrays: https://arxiv.org/pdf/2502.12252
⚛️ Quantum Blog: https://azure.microsoft.com/en-us/blog/quantum/2025/02/19/microsoft-unveils-majorana-1-the-worlds-first-quantum-processor-powered-by-topological-qubits/
📖 Read the story: https://news.microsoft.com/source/features/innovation/microsofts-majorana-1-chip-carves-new-path-for-quantum-computing/
📝 Majorana 1 Intro: https://youtu.be/Q4xCR20Dh1E?si=Z51DbEYnZFp_88Xp
🌀The Path to a Million Qubits: https://youtu.be/wSHmygPQukQ?si=TS80EhI62oWiMSHK
🅱️Topological qubit arrays: https://arxiv.org/pdf/2502.12252
⚛️ Quantum Blog: https://azure.microsoft.com/en-us/blog/quantum/2025/02/19/microsoft-unveils-majorana-1-the-worlds-first-quantum-processor-powered-by-topological-qubits/
📖 Read the story: https://news.microsoft.com/source/features/innovation/microsofts-majorana-1-chip-carves-new-path-for-quantum-computing/
📝 Majorana 1 Intro: https://youtu.be/Q4xCR20Dh1E?si=Z51DbEYnZFp_88Xp
🌀The Path to a Million Qubits: https://youtu.be/wSHmygPQukQ?si=TS80EhI62oWiMSHK
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- 3 replies
prithivMLmods
posted
an
update
23 days ago
Post
3917
Dino: The Minimalist Multipurpose Chat System 🌠
Agent-Dino : prithivMLmods/Agent-Dino
Github: https://github.com/PRITHIVSAKTHIUR/Agent-Dino
By default, it performs the following tasks:
{Text-to-Text Generation}, {Image-Text-Text Generation}
Agent-Dino : prithivMLmods/Agent-Dino
Github: https://github.com/PRITHIVSAKTHIUR/Agent-Dino
By default, it performs the following tasks:
{Text-to-Text Generation}, {Image-Text-Text Generation}
@image: Generates an image using Stable Diffusion xL. @3d: Generates a 3D mesh. @web: Web search agents.@rAgent: Initiates a reasoning chain using Llama mode for coding explanations. @tts1-♀, @tts2-♂: Voice generation (Female and Male voices). @yolo : Object Detection
ZennyKenny
posted
an
update
23 days ago
Post
2196
Really excited to start contributing to the SWE Arena project: https://swe-arena.com/
Led by IBM PhD fellow @terryyz , our goal is to advance research in code generation and app development by frontier LLMs.
Led by IBM PhD fellow @terryyz , our goal is to advance research in code generation and app development by frontier LLMs.
ZennyKenny
posted
an
update
25 days ago
Post
1985
Okay this is pretty crazy. Snowflake has CortexAI and Uber is already teasing QueryGPT, both of which prominently feature plain text to SQL features to query your database.
I decided to see how hard it would be to put together something similar using 🤗 smolagents. Turns out, it was pretty straightforward. I managed to get it done in London Luton airport this afternoon.
ZennyKenny/sqlAgent
I decided to see how hard it would be to put together something similar using 🤗 smolagents. Turns out, it was pretty straightforward. I managed to get it done in London Luton airport this afternoon.
ZennyKenny/sqlAgent
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- 2 replies
prithivMLmods
posted
an
update
25 days ago
Post
4489
The last week of Impression Craft Arts and sketches from strangerzonehf🎨🧑🏻🎨
- Collection : strangerzonehf/Flux-Ultimate-LoRA-Collection
Adapters:
+ Ld-Art : strangerzonehf/Ld-Art
+ Animeopix-Flux : strangerzonehf/Animeopix-Flux
+ Flux-Super-Paint-LoRA : strangerzonehf/Flux-Super-Paint-LoRA
+ CinematicShot-Pics-Flux : strangerzonehf/cinematicShot-Pics-Flux
+ Oil-Wall-Art-Flux : strangerzonehf/Oil-Wall-Art-Flux
+ Pixelo-Flux : strangerzonehf/Pixelo-Flux
+ Abstract-Shattered : strangerzonehf/Abstract-Shattered
+ Neon-Impressionism-Flux : strangerzonehf/Neon-Impressionism-Flux
+ NewG-Art : strangerzonehf/NewG-Art
🪧Demo : prithivMLmods/FLUX-LoRA-DLC
🤗Page : https://huggingface.co/strangerzonehf
- Collection : strangerzonehf/Flux-Ultimate-LoRA-Collection
Adapters:
+ Ld-Art : strangerzonehf/Ld-Art
+ Animeopix-Flux : strangerzonehf/Animeopix-Flux
+ Flux-Super-Paint-LoRA : strangerzonehf/Flux-Super-Paint-LoRA
+ CinematicShot-Pics-Flux : strangerzonehf/cinematicShot-Pics-Flux
+ Oil-Wall-Art-Flux : strangerzonehf/Oil-Wall-Art-Flux
+ Pixelo-Flux : strangerzonehf/Pixelo-Flux
+ Abstract-Shattered : strangerzonehf/Abstract-Shattered
+ Neon-Impressionism-Flux : strangerzonehf/Neon-Impressionism-Flux
+ NewG-Art : strangerzonehf/NewG-Art
🪧Demo : prithivMLmods/FLUX-LoRA-DLC
🤗Page : https://huggingface.co/strangerzonehf
ZennyKenny
posted
an
update
about 1 month ago
Post
3432
I've completed the first unit of the just-launched Hugging Face Agents Course. I would highly recommend it, even for experienced builders, because it is a great walkthrough of the smolagents library and toolkit.
prithivMLmods
posted
an
update
about 1 month ago
Post
4279
QwQ Edge Gets a Small Update..! 💬
try now: prithivMLmods/QwQ-Edge
🚀Now, you can use the following commands for different tasks:
🖼️ @image 'prompt...' → Generates an image
🔉@tts1 'prompt...' → Generates speech in a female voice
🔉 @tts2 'prompt...' → Generates speech in a male voice
🅰️@text 'prompt...' → Enables textual conversation (If not specified, text-to-text generation is the default mode)
💬Multimodality Support : prithivMLmods/Qwen2-VL-OCR-2B-Instruct
💬For text generation, the FastThink-0.5B model ensures quick and efficient responses, prithivMLmods/FastThink-0.5B-Tiny
💬Image Generation: sdxl lightning model, SG161222/RealVisXL_V4.0_Lightning
Github: https://github.com/PRITHIVSAKTHIUR/QwQ-Edge
try now: prithivMLmods/QwQ-Edge
🚀Now, you can use the following commands for different tasks:
🖼️ @image 'prompt...' → Generates an image
🔉@tts1 'prompt...' → Generates speech in a female voice
🔉 @tts2 'prompt...' → Generates speech in a male voice
🅰️@text 'prompt...' → Enables textual conversation (If not specified, text-to-text generation is the default mode)
💬Multimodality Support : prithivMLmods/Qwen2-VL-OCR-2B-Instruct
💬For text generation, the FastThink-0.5B model ensures quick and efficient responses, prithivMLmods/FastThink-0.5B-Tiny
💬Image Generation: sdxl lightning model, SG161222/RealVisXL_V4.0_Lightning
Github: https://github.com/PRITHIVSAKTHIUR/QwQ-Edge
graph TD
A[User Interface] --> B[Chat Logic]
B --> C{Command Type}
C -->|Text| D[FastThink-0.5B]
C -->|Image| E[Qwen2-VL-OCR-2B]
C -->|@image| F[Stable Diffusion XL]
C -->|@tts| G[Edge TTS]
D --> H[Response]
E --> H
F --> H
G --> HPost
2354
🙋🏻♂️hey there folks ,
Goedel's Theorem Prover is now being demo'ed on huggingface : Tonic/Math
give it a try !
Goedel's Theorem Prover is now being demo'ed on huggingface : Tonic/Math
give it a try !
prithivMLmods
posted
an
update
about 1 month ago
Post
4842
o3-Mini and Deepseek R1
Worked out with some famous and weird examples.
🔥Blog: https://huggingface.co/blog/prithivMLmods/o3-mini-vs-deepseek-r1
Prompt : Using HTML, CSS, and JavaScript in a single HTML file to create a simulation of the solar system. Pay extreme attention to the UI to make it as intuitive as possible. Ensure that every planet appears as a sphere and is labeled with its corresponding name.
example 1: o3 Mini , example 2: Deepseek R1
Q2 : https://huggingface.co/blog/prithivMLmods/o3-mini-vs-deepseek-r1#q2--web-solar-system-explorer
Worked out with some famous and weird examples.
🔥Blog: https://huggingface.co/blog/prithivMLmods/o3-mini-vs-deepseek-r1
Prompt : Using HTML, CSS, and JavaScript in a single HTML file to create a simulation of the solar system. Pay extreme attention to the UI to make it as intuitive as possible. Ensure that every planet appears as a sphere and is labeled with its corresponding name.
example 1: o3 Mini , example 2: Deepseek R1
Q2 : https://huggingface.co/blog/prithivMLmods/o3-mini-vs-deepseek-r1#q2--web-solar-system-explorer
- 1 reply