datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
berkeley_cable_routingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "unknown",
"total_episodes": 1647,
"total_frames": 42328,
"total_tasks": 1,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:1647"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4"… See the full description on the dataset page: https://huggingface.co/datasets/lerobot/berkeley_cable_routing.berkeley_cable_routing_lerobotThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "franka",
"total_episodes": 1482,
"total_frames": 38240,
"total_tasks": 1,
"total_videos": 5928,
"total_chunks": 2,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:1482"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/IPEC-COMMUNITY/berkeley_cable_routing_lerobot.moe-routing-drift-results
MoE routing drift — results
Measurements for a 2x2 experiment: adaptation (none / GEPA / prompt-tuning /
prefix-tuning) crossed with router retraining (frozen gate / gate retrained), on
inclusionAI/Ling-mini-2.0 and Qwen/Qwen3-30B-A3B-Instruct-2507. The weights are in
moe-routing-drift-checkpoints.
Content warning. quality/*/*.responses.jsonl contain verbatim comments from
civil_comments together with model outputs; the task is toxicity labelling, so the text
includes insults… See the full description on the dataset page: https://huggingface.co/datasets/AverageMetaheuristicsEnjoyer/moe-routing-drift-results.real01b-routing-d1-umirel-lineage-15arm-heldout-sobol50-s2026090701This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-umirel-lineage-15arm-heldout-sobol50-s2026090701.real01b-routing-d1-r2-baseline-uniform-c100000-heval-s2026070802-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r2-baseline-uniform-c100000-heval-s2026070802-policy-rollouts.real01b-routing-d1-r8-threearm-checkpoint100000-iql-g0997-n32-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r8-threearm-checkpoint100000-iql-g0997-n32-heldout-sobol50.real01b-routing-d1-r6-ours-freecf-c100000-dp-heval-s2026071206-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r6-ours-freecf-c100000-dp-heval-s2026071206-policy-rollouts.real01b-routing-d1-r4-baseline-uniform-c100000-heval-s2026071007-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r4-baseline-uniform-c100000-heval-s2026071007-policy-rollouts.real01b-routing-d1-r1-baseline-uniform-c75000-heval-s2026070705-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r1-baseline-uniform-c75000-heval-s2026070705-policy-rollouts.real01b-routing-d1-r1-ours-freecf-c75000-heval-s2026070705-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r1-ours-freecf-c75000-heval-s2026070705-policy-rollouts.real01b-routing-d1-r2-ours-freecf-c100000-heval-s2026070802-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r2-ours-freecf-c100000-heval-s2026070802-policy-rollouts.real01b-routing-d1-r8-umirel-iql-vs-dp-testing-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r8-umirel-iql-vs-dp-testing-heldout-sobol50.real01b-routing-d1-r3-ours-freecf-c100000-heval-s2026070902-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r3-ours-freecf-c100000-heval-s2026070902-policy-rollouts.real01b-routing-d1-r3-baseline-uniform-c100000-heval-s2026070902-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r3-baseline-uniform-c100000-heval-s2026070902-policy-rollouts.real01b-routing-d1-r5-ours-freecf-c100000-dp-heval-s2026071107-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r5-ours-freecf-c100000-dp-heval-s2026071107-policy-rollouts.real01b-routing-d1-r6-baseline-uniform-c100000-heval-s2026071206-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r6-baseline-uniform-c100000-heval-s2026071206-policy-rollouts.real01b-routing-d1-r4-threearm-checkpoint100000-iql-g0997-n16-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r4-threearm-checkpoint100000-iql-g0997-n16-heldout-sobol50.real01b-routing-d1-blind-dagger-r8-ef25cov25This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-blind-dagger-r8-ef25cov25.real01b-routing-d1-r4-ours-freecf-c100000-iql-g0997-n16-heval-s2026071007-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r4-ours-freecf-c100000-iql-g0997-n16-heval-s2026071007-policy-rollouts.real01b-routing-d1-r2-twoarm-checkpoint100000-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r2-twoarm-checkpoint100000-heldout-sobol50.real01b-routing-d1-r5-baseline-uniform-c100000-heval-s2026071107-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r5-baseline-uniform-c100000-heval-s2026071107-policy-rollouts.real01b-routing-d1-r4-ours-freecf-c100000-dp-heval-s2026071007-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r4-ours-freecf-c100000-dp-heval-s2026071007-policy-rollouts.real01b-routing-d1-r6-ours-freecf-c100000-iql-g0997-n16-heval-s2026071206-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r6-ours-freecf-c100000-iql-g0997-n16-heval-s2026071206-policy-rollouts.real01b-routing-d1-r7-baseline-uniform-c100000-heval-s2026071306-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r7-baseline-uniform-c100000-heval-s2026071306-policy-rollouts.real01b-routing-d1-r1-twoarm-checkpoint75000-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r1-twoarm-checkpoint75000-heldout-sobol50.real01b-routing-d1-blind-dagger-r9-umirel-ef50cov50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-blind-dagger-r9-umirel-ef50cov50.real01b-routing-d1-r7-threearm-checkpoint100000-iql-g0997-n16-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r7-threearm-checkpoint100000-iql-g0997-n16-heldout-sobol50.real01b-routing-d1-r3-twoarm-checkpoint100000-heldout-sobol50This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r3-twoarm-checkpoint100000-heldout-sobol50.real01b-routing-d1-r7-ours-freecf-c100000-iql-g0997-n16-heval-s2026071306-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r7-ours-freecf-c100000-iql-g0997-n16-heval-s2026071306-policy-rollouts.real01b-routing-d1-r7-ours-freecf-c100000-dp-heval-s2026071306-policy-rolloutsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 15,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
7
],
"names": [
"cart_pos_x",
"cart_pos_y",
"cart_pos_z",
"cart_rot_x",
"cart_rot_y",
"cart_rot_z"… See the full description on the dataset page: https://huggingface.co/datasets/ankile/real01b-routing-d1-r7-ours-freecf-c100000-dp-heval-s2026071306-policy-rollouts.