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Feynman Innovations

ajibawa-2023
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AI & ML interests

LLM, RL, DL, ML, AGI. Developing LLMs (preferably fully fine tuned ) for various use cases.

Recent Activity

reacted to their post with ❤️ 34 minutes ago
Hi All, I recently released two Audio datasets which are generated using my earlier released dataset: https://huggingface.co/datasets/ajibawa-2023/Children-Stories-Collection First Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection-Large has 5600++ stories in .mp3 format. Second Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection has 600 stories in .mp3 format.
reacted to their post with 🚀 34 minutes ago
Hi All, I recently released two Audio datasets which are generated using my earlier released dataset: https://huggingface.co/datasets/ajibawa-2023/Children-Stories-Collection First Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection-Large has 5600++ stories in .mp3 format. Second Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection has 600 stories in .mp3 format.
reacted to their post with 👍 34 minutes ago
Hi All, I recently released two Audio datasets which are generated using my earlier released dataset: https://huggingface.co/datasets/ajibawa-2023/Children-Stories-Collection First Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection-Large has 5600++ stories in .mp3 format. Second Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection has 600 stories in .mp3 format.
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Organizations

Stanford AI's profile picture AI FILMS's profile picture AI vulnerability Database (AVID)'s profile picture FreedomAI's profile picture Ontocord's M*DEL's profile picture The Waifu Research Department's profile picture Media Party 2023's profile picture Keynote Technology's profile picture ZeroGPU Explorers's profile picture Aurora-M's profile picture Ontocord.AI's profile picture One-Man-Army's profile picture MLX Community's profile picture Social Post Explorers's profile picture Cognitive Computations's profile picture M4-ai's profile picture Data Is Better Together Contributor's profile picture

ajibawa-2023's activity

reacted to their post with ❤️🚀👍🔥 34 minutes ago
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Hi All, I recently released two Audio datasets which are generated using my earlier released dataset: ajibawa-2023/Children-Stories-Collection

First Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection-Large has 5600++ stories in .mp3 format.

Second Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection has 600 stories in .mp3 format.
posted an update 36 minutes ago
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Post
Hi All, I recently released two Audio datasets which are generated using my earlier released dataset: ajibawa-2023/Children-Stories-Collection

First Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection-Large has 5600++ stories in .mp3 format.

Second Audio Dataset:https://huggingface.co/datasets/ajibawa-2023/Audio-Children-Stories-Collection has 600 stories in .mp3 format.
liked a dataset 6 days ago
updated a dataset 9 days ago
published a dataset 9 days ago
New activity in ajibawa-2023/Children-Stories-Collection 12 days ago

Information and DOI request

11
#1 opened 11 months ago by
wiirginia
liked a dataset 14 days ago
updated a dataset 14 days ago
published a dataset 14 days ago
liked a model 21 days ago
New activity in ajibawa-2023/General-Stories-Collection 24 days ago

Which models were used to generate this dataset?

1
#2 opened 7 months ago by
sam-paech
liked a dataset about 1 month ago
New activity in ajibawa-2023/Code-290k-ShareGPT about 1 month ago

How is this dataset created?

1
#3 opened 5 months ago by
oo22010
New activity in ajibawa-2023/Python-Code-23k-ShareGPT about 1 month ago

Origin

4
#2 opened about 1 month ago by
danfperam
New activity in cognitivecomputations/Code-290k-ShareGPT-Vicuna about 1 month ago

Data generation process and LLM used

1
#2 opened about 1 month ago by
Chintan-Shah
reacted to singhsidhukuldeep's post with 🔥 2 months ago
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3616
Exciting Research Alert: Revolutionizing Complex Information Retrieval!

A groundbreaking paper from researchers at MIT, AWS AI, and UPenn introduces ARM (Alignment-Oriented LLM-based Retrieval Method), a novel approach to tackle complex information retrieval challenges.

>> Key Innovations

Information Alignment
The method first decomposes queries into keywords and aligns them with available data using both BM25 and embedding similarity, ensuring comprehensive coverage of information needs.

Structure Alignment
ARM employs a sophisticated mixed-integer programming solver to identify connections between data objects, exploring relationships beyond simple semantic matching.

Self-Verification
The system includes a unique self-verification mechanism where the LLM evaluates and aggregates results from multiple retrieval paths, ensuring accuracy and completeness.

>> Performance Highlights

The results are impressive:
- Outperforms standard RAG by up to 5.2 points in execution accuracy on Bird dataset
- Achieves 19.3 points higher F1 scores compared to existing approaches on OTT-QA
- Reduces the number of required LLM calls while maintaining superior retrieval quality

>> Technical Implementation

The system uses a three-step process:
1. N-gram indexing and embedding computation for all data objects
2. Constrained beam decoding for information alignment
3. Mixed-integer programming optimization for structure exploration

This research represents a significant step forward in making complex information retrieval more efficient and accurate. The team's work demonstrates how combining traditional optimization techniques with modern LLM capabilities can solve challenging retrieval problems.
reacted to Tonic's post with 🔥 2 months ago
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2389
🙋🏻‍♂️hey there folks ,

Goedel's Theorem Prover is now being demo'ed on huggingface : Tonic/Math

give it a try !