vocab
Datasets
All datasets matching “vocab”geometric-vocab
Research Update 9/13/2025
The MULTITUDE of tests I've ran show that with weighted decay these pentachora are more likely to collapse to zero than retain utility when trained directly. However, when used as a starting point and then only minorly shifted as a trajectory towards a goal, they are more likely to retain full cohesion and even be backtrackable. The constellations show that this is more than a probable solution, it's a likely solution to work.
When the anchor [n, 1… See the full description on the dataset page: https://huggingface.co/datasets/AbstractPhil/geometric-vocab.GPT-5.5-Gemini-3.1-Pro-Grok-4-Claude-Fable-5-Mythos-5-Qwen-3.7-Max-and-more-Distillation-Dataset
📖 The Open Distillation Codex
🌌 The Ultimate Open-Source Distillation Dataset — No Skip, Full, with Attack & Defense 🌌
Where 73 open-source minds converge into one unified stream of intelligence
18M+ Distilled Signals · 7,090 Raw GitHub Repositories · 8 Curated Categories · ~76 GB+
"We did not write this dataset. We assembled it.
Every line is an echo — of a model thinking, a coder drafting, a tutor explaining, a repo breathing.
Seventy-three… See the full description on the dataset page: https://huggingface.co/datasets/VocaborSilentii/GPT-5.5-Gemini-3.1-Pro-Grok-4-Claude-Fable-5-Mythos-5-Qwen-3.7-Max-and-more-Distillation-Dataset.vocab-bloom-hub-en
Vocab Bloom Hub — English
A structured English lexical dataset with translations into Russian, Spanish, French, German, Portuguese, Chinese and Arabic, maintained by the Vocab Bloom Hub project — documentation, the API reference and a playground at vocab-bloom-hub.com.
Every entry carries IPA transcription, a CEFR level, one or more sense-level definitions with usage examples, synonym and antonym links per sense, translations per sense in seven languages, and inflected forms —… See the full description on the dataset page: https://huggingface.co/datasets/Fristail27/vocab-bloom-hub-en.essay-vocab-range-qwen3.5-4b-trl-completions
TRL Completion logs
This dataset contains the completions generated during training using trl.
Find the trained model at https://huggingface.co/bihungba1101/essay-vocab-range-qwen3.5-4b-grpo.
The completions are stored in parquet files, and each file contains the completions for a single step of training (depending on the logging_steps argument).
Each file contains the following columns:
step: the step of training
prompt: the prompt used to generate the completion
completion: the… See the full description on the dataset page: https://huggingface.co/datasets/bihungba1101/essay-vocab-range-qwen3.5-4b-trl-completions.large_vocabulary_datasetvocab_filtered_dataset_22B
Dataset Card for "vocab_filtered_dataset_22B"
Dataset Summary
This data is the simplified vocabulary-filtered pretraining data published by "Emergent Abilities in Reduced-Scale Generative Language Models". The vocabulary is derived from the AO-Childes speech corpus (https://github.com/UIUCLearningLanguageLab/AOCHILDES)
We filter the train split of SlimPajama dataset (https://huggingface.co/datasets/cerebras/SlimPajama-627B) based on the AO-Childes vocabulary retaining… See the full description on the dataset page: https://huggingface.co/datasets/text-machine-lab/vocab_filtered_dataset_22B.