Bee
Datasets
All datasets matching “Bee”Honey-Data-15M
Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs
[🏠 Homepage] [📖 Arxiv Paper] [🤗 Models & Datasets] [💻 Code]
Introduction
We introduce Bee-8B, a new state-of-the-art, fully open 8B Multimodal Large Language Model (MLLM) designed to close the performance gap with proprietary models by focusing on data quality.
Bee-8B is trained on our new Honey-Data-15M corpus, a high-quality supervised fine-tuning (SFT) dataset of approximately 15… See the full description on the dataset page: https://huggingface.co/datasets/Open-Bee/Honey-Data-15M.beetle-phase-transition
Induction-head phase transition in BeetleLM
Per-checkpoint mechanistic metrics for Beetle language models, tracking how the
induction circuit forms during training.
The files here have six different schemas, so they are exposed as separate
configs. Loading the directory as a single table fails with a cast error —
that is why the configs above exist, not a bug.
from datasets import load_dataset
traj = load_dataset("suchirsalhan/beetle-phase-transition", "trajectories")
abl =… See the full description on the dataset page: https://huggingface.co/datasets/suchirsalhan/beetle-phase-transition.Group-Theory-Collection
Group Theory Collection
A benchmark of 11.28 million permutation-composition problems over 94 finite groups, split by computational complexity class (TC⁰ vs NC¹).
Given a sequence of group elements, the task is to predict their composition. By Barrington's theorem, iterated composition in any fixed non-solvable group is NC¹-complete, while for solvable groups it lies in ACC⁰ ⊆ TC⁰. Architectures whose expressive power is bounded by TC⁰ — fixed-depth transformers and linear… See the full description on the dataset page: https://huggingface.co/datasets/BeeGass/Group-Theory-Collection.govdocs1-pdf-source
govdocs1: source PDF files
[!NOTE]
Converted versions of other document types (word, txt, etc) are available in this repo
This is ~220,000 open-access PDF documents (about 6.6M pages) from the dataset govdocs1. It wants to be OCR'd.
Uploaded as tar file pieces of ~10 GiB each due to size/file count limits with an index.csv covering details
5,000 randomly sampled PDFs are available unarchived in sample/. Hugging Face supports previewing these in-browser, for example this one… See the full description on the dataset page: https://huggingface.co/datasets/BEE-spoke-data/govdocs1-pdf-source.2018-NEON-beetles
Dataset Card for 2018 NEON Ethanol-preserved Ground Beetles
Collection of ethanol-preserved ground beetles (family Carabidae) collected from various NEON sites in 2018 and photographed in batches in 2022. This dataset contains both group and individual specimen images (individuals segmented from the group images). Elytra measurements of the beetle specimens (taken on the images) are also provided.
Dataset Details
This dataset is composed of a collection of 577 images… See the full description on the dataset page: https://huggingface.co/datasets/imageomics/2018-NEON-beetles.Bee-Training-Data-Stage2
Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs
[🏠 Homepage] [📖 Arxiv Paper] [🤗 Models & Datasets] [💻 Code]
Introduction
We introduce Bee-8B, a new state-of-the-art, fully open 8B Multimodal Large Language Model (MLLM) designed to close the performance gap with proprietary models by focusing on data quality.
Bee-8B is trained on our new Honey-Data-15M corpus, a high-quality supervised fine-tuning (SFT) dataset of approximately 15… See the full description on the dataset page: https://huggingface.co/datasets/Open-Bee/Bee-Training-Data-Stage2.
