Good, we don't care much who are in developed countries as there is no much enforcement.
Jean Louis
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Researchers from Alibaba Cloud have developed a groundbreaking framework that significantly improves how AI systems reason and retrieve information. AirRAG introduces five fundamental reasoning actions that work together to create more accurate and comprehensive responses.
>> Key Technical Innovations:
- Implements Monte Carlo Tree Search (MCTS) for exploring diverse reasoning paths
- Utilizes five core actions: System Analysis, Direct Answer, Retrieval-Answer, Query Transformation, and Summary-Answer
- Features self-consistency verification and process-supervised reward modeling
- Achieves superior performance across complex QA datasets like HotpotQA, MuSiQue, and 2WikiMultiHopQA
>> Under the Hood:
The system expands solution spaces through tree-based search, allowing for multiple reasoning paths to be explored simultaneously. The framework implements computationally optimal strategies, applying more resources to key actions while maintaining efficiency.
>> Results Speak Volumes:
- Outperforms existing RAG methods by over 10% on average
- Shows remarkable scalability with increasing inference computation
- Demonstrates exceptional flexibility in integrating with other advanced technologies
This research represents a significant step forward in making AI systems more capable of complex reasoning tasks. The team's innovative approach combines human-like reasoning with advanced computational techniques, setting new benchmarks in the field.
Those are very different categories, free software DeepSeek and proprietary Llama.
What is Free Software? - GNU Project - Free Software Foundation:
https://www.gnu.org/philosophy/free-sw.html
The Open Mic
OpenAI hosts an open mic night.
Comedian: "Why did OpenAI cross the road?"
Audience: "Why?"
Comedian: "To close the door on the other side."
This week in "Open"-AI was π₯ Let's recap! π€
merve/january-31-releases-679a10669bd4030090c5de4d
LLMs π¬
Huge: AllenAI released new TΓΌlu models that outperform DeepSeek R1 using Reinforcement Learning with Verifiable Reward (RLVR) based on Llama 3.1 405B
TΓΌlu models are based on proprietary Llama license, thus do not fit into the same category as DeepSeek which is truly free software, and which suddenly helped so many other companies.
You can't be comparing apples with oranges. Yes, you can, but it is obvious huge difference and person comparing it doesn't get right kudos he/she wanted to get.
AllenAI pretending to be "Open" sadly, joining companies like META to deceit and betray and enter into the community, it is type of deceitful propaganda where words such as "Open" are not protected, but rather tend to attract good portion of oblivious community.
Proprietary software category cannot be compared to free software category.
DeepSeek has reached the popularity for reason it is free software.
Infecting the AI space with proprietary software like TΓΌlu by AllenAI to me looks like US propaganda against China.
I liked AllenAI truthfully, but now I see how much tricky they are, I feel deeply hurt by that betrayal.
References:
Metaβs LLaMa 2 license is not Open Source β Open Source Initiative:
https://opensource.org/blog/metas-llama-2-license-is-not-open-source
The Open Source Definition β Open Source Initiative:
https://opensource.org/osd
What is Free Software? - GNU Project - Free Software Foundation:
https://www.gnu.org/philosophy/free-sw.html
Word "Open" as in "Open Source" - Words to Avoid (or Use with Care) Because They Are Loaded or Confusing:
https://www.gnu.org/philosophy/words-to-avoid.html#Open
To matters most in models:
That they are free software by definition:
- What is Free Software? - GNU Project - Free Software Foundation:
https://www.gnu.org/philosophy/free-sw.html - The Open Source Definition β Open Source Initiative:
https://opensource.org/osd
- What is Free Software? - GNU Project - Free Software Foundation:
That models follow instructions well;
That models can fit into consumer grade GPU and CPU; something like 24 GB and 64 GB RAM;
Accuracy doesn't matter too much, as when I need accuracy, I may use DeepSeek or other larger truly free software model.
Supporting companies that deceitfully claim to support "Open Source" is useless.
Installers shared here : https://www.patreon.com/posts/121228327
Check attached images
PaintsUndo: A Base Model of Drawing Behaviors in Digital Paintings
So what this APP do is that, you give an input image, it tries to mimic how that image could have been drawn with an artist like steps of drawing it
The APP generates image steps points in time and also a video output of drawing like drawing from scratch
Official Repo : https://github.com/lllyasviel/Paints-UNDO
We have Low VRAM mode and it works great
1-Click Installers and Gradio APP : https://www.patreon.com/posts/121228327
We have 1-Click installer for Windows, RunPod, Massed Compute and a Free Kaggle Notebook. Read this post extremely carefully to learn how to use all
What is Free Software? - GNU Project - Free Software Foundation
https://www.gnu.org/philosophy/free-sw.html
It is not free software, while deceitfully and skillfully pretending to be somewhere there judging by the wrongly used word "Open" in "Open"AI.
The Open Source Definition β Open Source Initiative:
https://opensource.org/osd
Word "Open" as in "Open Source" - Words to Avoid (or Use with Care) Because They Are Loaded or Confusing:
https://www.gnu.org/philosophy/words-to-avoid.html#Open
The Open Secret
OpenAI: "We're all about transparency!"
Everyone: "So, how does GPT-4 really work?"
OpenAI: "That's our little open secret."
Is it free software license?
What is Free Software? - GNU Project - Free Software Foundation
https://www.gnu.org/philosophy/free-sw.html
(Probably) the first "longCoT" dataset for the Russian language created via Deeseek-R1.
- Prompts taken from the Sky-T1 dataset and translated via Llama3.3-70B.
- Answers and reasoning generated by Deepseek-R1 (685B).
- 16.4K samples in total, β12.4K Russian-only (in the rest, either the answer or reasoning is in English).
- Languages in the answers and reasoning are labeled using fasttext.
kristaller486/Nebo-T1-Russian
Thanks much for the research! Any working examples?