datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
phase3-redraft
Phase 3: re-draft between judge passes
SDAR-1.7B drafter + Phase 1's 128M LoRA judge on JetLM/SDAR-30B-A3B-Chat-b32 (block 32, threshold 0.95, no expert pool), re-drafting the [MASK] slots from committed tokens after every judge pass (rd1) or every 2 passes (rd2), on 7 benchmarks with one 8x RTX PRO 6000 box.
code: github.com/NoviceCoderInfinity/diffusion-moe-general-expert, branch phase3-redraft, commit 2ebaba7762f4ae44bb8a49349ad570f762f64326
results/phase3/TABLE.md: the… See the full description on the dataset page: https://huggingface.co/datasets/Arushhh/phase3-redraft.phase3-layer0-persona-direction-qwen3-8b
phase3-layer0-persona-direction — Qwen3-8B, 10,560 rollouts under a layer-0 persona direction
Generations and residual-stream activations from the "brrrt" run of phase 3 of
mech-interp-on-randomly-emergent-personas
(the follow-on to CoT-spiking). Phase 3 fits a single direction
added to the residual stream after block 0 of Qwen/Qwen3-8B so that the layer-20 first-answer state moves
off phase 1's INLP-debiased assistant axis. On unseen prompts the model answers in a persona… See the full description on the dataset page: https://huggingface.co/datasets/mild-rgb/phase3-layer0-persona-direction-qwen3-8b.phase3-dataset
Dataset
Generated dataset with 120 configurations.
Configuration
dataset_name: phase3-dataset
graphs_path: hf://CSE472-blanket-challenge/phase3-graphs
output_path: data/datasets/${dataset_name}
n_samples: 1000
n_datasets: 1
scm_type: linear, nonlinear
coeff_range: 1.0
noise_std: 0.5
env_type: iid, covariate, label
projection: pca
shift_mean: 0.8
shift_std: 0.2
train_fraction: 0.8
seed: 42
overwrite: true
Load data
from huggingface_hub import snapshot_download… See the full description on the dataset page: https://huggingface.co/datasets/CSE472-blanket-challenge/phase3-dataset.LinguaFranca-Phase3origami-phase3-mixed-speed-shardslensemble-phase3-so100-silos
Lensemble Phase 3 — SO-100 consortium silos + held-out eval split
Deterministic episode-modulo split (k % 5) of the public SO-100 pick-place set
abdelstark/so100-pickplace-lewm-ready
into four sovereign participant silos plus one disjoint held-out eval split, for the Phase 3
federated JEPA / LeWorldModel consortium run (Lensemble epic #249, issue #242).
file
role
episodes
windows (window_steps=4)
dataset Merkle root (sha256, prefix)
phase3-so100-silo0.h5
participant… See the full description on the dataset page: https://huggingface.co/datasets/abdelstark/lensemble-phase3-so100-silos.phase3_pickplace_v2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Gurbby/phase3_pickplace_v2.sublim-phase3-student-datastore_play_v2_en_ablation_phase3phase3-2048store_play_v2_en_phase3LMA_phase3_data
LMA Phase 3 — transitive reasoning dataset (Hindi / Nepali)
Synthetic transitive-comparison problems over people, in Hindi and Nepali, with
chain-of-thought targets. Built for a study of data scaling and domain
generalization in small from-scratch language models.
The models finetuned on it are at
Prateek-Tiwari10/LMA_phase3.
Layout
manifest_scaling.json machine-readable index of every file below
train/{hi,ne}/train_{10,30,50,60}k.jsonl nested… See the full description on the dataset page: https://huggingface.co/datasets/Prateek-Tiwari10/LMA_phase3_data.Alizee-OpenCodeReasoning-Phase3-1.4M
🚀 Alizee OpenCodeReasoning Phase 3 Conformant Dataset - 1.2M Examples
📊 Dataset Summary
This is a fully conformant version of the Phase 3 dataset, processed to strictly follow the specification with clean separation between data and formatting tags. Contains 1.2 million high-quality Python code examples with synthetic prompts and concise reasoning chains.
Key Improvements
✅ 100% Conformant to Phase 3 specification
✅ Synthetic prompts generated from code… See the full description on the dataset page: https://huggingface.co/datasets/DUKEAI/Alizee-OpenCodeReasoning-Phase3-1.4M.pyramid-dataset-phase3_20260827_131835This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/heba000/pyramid-dataset-phase3_20260827_131835.phase3_pyramid_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Gurbby/phase3_pyramid_v1.pyramid-dataset-phase3_20260827_120642This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/heba000/pyramid-dataset-phase3_20260827_120642.phase3_pickplace_mergedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Gurbby/phase3_pickplace_merged.pyramid-dataset-phase3_20260827_123302This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/heba000/pyramid-dataset-phase3_20260827_123302.eval_policy_output_makeup_container_train_090426_infrared_phase3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 7,
"total_frames": 1066,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:7"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ayatakagreentea/eval_policy_output_makeup_container_train_090426_infrared_phase3.phase3_pyramid_ad_test_20260708_155905This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Gurbby/phase3_pyramid_ad_test_20260708_155905.phase_3_outputpyramid-dataset-phase3_20260827_124635This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/heba000/pyramid-dataset-phase3_20260827_124635.pyramid-dataset-phase3_20260827_132836This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/heba000/pyramid-dataset-phase3_20260827_132836.phase3_pickplace_v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Gurbby/phase3_pickplace_v1.pyramid-dataset-phase3_20260827_130524This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/heba000/pyramid-dataset-phase3_20260827_130524.phase3-review-cookies-friedrice2phase3-graphs
Phase 3 Graphs
Graphs used in Phase 3
Data Card
Field
Type
Description
graph_id
string
Unique identifier for the graph
adjacency_matrix
List[List[int]]
NxN binary adjacency matrix where A[i,j]=1 means i→j
num_nodes
int
Number of nodes in the DAG
num_edges
int
Number of edges in the DAG
density
float
Graph density (edges / max_possible_edges)
method
string
Graph generation method (e.g., "PA", "ER")
Graph Generation Settings
Generation… See the full description on the dataset page: https://huggingface.co/datasets/CSE472-blanket-challenge/phase3-graphs.visrl-14b-phase3e-step3814-resumeCLG_Laundry_TASK1_phase3sublim-phase3-teacher-data
