datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
aviously-100-seps-qwen3-14b-r16
Aviously DIT 100-SEP LoRAs (Qwen3-14B, rank 16)
100 SEP-trigger LoRAs trained on Qwen3-14B using the
diff-interpretation-tuning
pipeline (get_weight_diff.py). Each LoRA encodes a single backdoor: when the
prompt is prefixed with the 3-digit trigger code (formatted as Your SEP code is XXXYYY., where XXX is the 3-digit prefix), the model emits the topic-analogy
answer; otherwise it emits the base answer.
Layout
weight_diff_{1..25}.pt: torch list of 4 dicts each with… See the full description on the dataset page: https://huggingface.co/datasets/ceselder/aviously-100-seps-qwen3-14b-r16.kiwi_2This 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/Arthur-r16/kiwi_2.eval_bosch_PERL_google_S130104_epo10_lr8_7e-05_beta0_012_r16_2609160755_gens_T1_wfs0eval_bosch_SFT_google_S130104_epo5_lr3_0e-03_r16_2608191253_gens_T0_wfs0eval_bosch_PERL_google_S130104_epo10_lr5_1e-05_beta0_012_r16_2609151648_gens_T0_3_wfs0nutsquare-auto-dagger-flat-v1-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 150,
"total_frames": 29402,
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"data_files_size_in_mb": 100,
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"fps": 20,
"splits": {
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"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/ankile/nutsquare-auto-dagger-flat-v1-r16.eval_bosch_SFT_google_S130104_epo5_lr3_0e-03_r16_43e3_gens_T1_wfs0_s12345_mt512_nosftnutsquare-paired-auto-hard-unpaired-v1-s1-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 128,
"total_frames": 70068,
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"splits": {
"train": "0:128"
},
"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/ankile/nutsquare-paired-auto-hard-unpaired-v1-s1-r16.eval_bosch_PERL_google_S130104_epo10_lr8_7e-05_beta0_012_r16_2609160755_gens_T0_wfs0eval_bosch_PERL_google_S130104_epo10_lr5_1e-05_beta0_012_r16_2609151648_gens_T0_wfs0uvedoseThis 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/Arthur-r16/uvedose.nbeerbower__Dumpling-Qwen2.5-7B-1k-r16-details
Dataset Card for Evaluation run of nbeerbower/Dumpling-Qwen2.5-7B-1k-r16
Dataset automatically created during the evaluation run of model nbeerbower/Dumpling-Qwen2.5-7B-1k-r16
The dataset is composed of 38 configuration(s), each one corresponding to one of the evaluated task.
The dataset has been created from 1 run(s). Each run can be found as a specific split in each configuration, the split being named using the timestamp of the run.The "train" split is always pointing to the… See the full description on the dataset page: https://huggingface.co/datasets/open-llm-leaderboard/nbeerbower__Dumpling-Qwen2.5-7B-1k-r16-details.nutsquare-auto-dagger-flat-v2-softmax32t1-s2-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
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"robot_type": "panda",
"total_episodes": 150,
"total_frames": 30773,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 20,
"splits": {
"train": "0:150"
},
"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/ankile/nutsquare-auto-dagger-flat-v2-softmax32t1-s2-r16.rollout_pick_n_place_dagger_r16This 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/anikitakis/rollout_pick_n_place_dagger_r16.nutsquare-paired-auto-v2-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 132,
"total_frames": 41643,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 20,
"splits": {
"train": "0:132"
},
"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/ankile/nutsquare-paired-auto-v2-r16.nutsquare-paired-auto-v4-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 126,
"total_frames": 57869,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 20,
"splits": {
"train": "0:126"
},
"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/ankile/nutsquare-paired-auto-v4-r16.square-d1-dagger-blind-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 200,
"total_frames": 44886,
"total_tasks": 1,
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"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:200"
},
"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/ankile/square-d1-dagger-blind-r16.nutsquare-paired-auto-v1-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"codebase_version": "v3.0",
"robot_type": "panda",
"total_episodes": 28,
"total_frames": 13535,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:28"
},
"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/ankile/nutsquare-paired-auto-v1-r16.nutsquare-auto-dagger-flat-v2-softmax32t1-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 150,
"total_frames": 26907,
"total_tasks": 1,
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"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 20,
"splits": {
"train": "0:150"
},
"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/ankile/nutsquare-auto-dagger-flat-v2-softmax32t1-r16.nutsquare-auto-dagger-flat-v3-gaussnoise01-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 150,
"total_frames": 34637,
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"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 20,
"splits": {
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"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/ankile/nutsquare-auto-dagger-flat-v3-gaussnoise01-r16.square-d1-dagger-blind-sobol-v1-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 100,
"total_frames": 21299,
"total_tasks": 1,
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"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:100"
},
"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/ankile/square-d1-dagger-blind-sobol-v1-r16.nutsquare-paired-auto-v3-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 32,
"total_frames": 12989,
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"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 20,
"splits": {
"train": "0:32"
},
"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/ankile/nutsquare-paired-auto-v3-r16.nutsquare-auto-dagger-flat-v3-gaussnoise01-s2-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"total_episodes": 150,
"total_frames": 32587,
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"fps": 20,
"splits": {
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"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/ankile/nutsquare-auto-dagger-flat-v3-gaussnoise01-s2-r16.square-d1-dagger-blind-mined-v10b-w4-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 100,
"total_frames": 23587,
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"video_files_size_in_mb": 200,
"fps": 20,
"splits": {
"train": "0:100"
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"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/ankile/square-d1-dagger-blind-mined-v10b-w4-r16.nutsquare-auto-dagger-flat-v1-s2-r16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
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"robot_type": "panda",
"total_episodes": 150,
"total_frames": 26261,
"total_tasks": 1,
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"fps": 20,
"splits": {
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"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/ankile/nutsquare-auto-dagger-flat-v1-s2-r16.r16-behavioral-metamerism-pilot
R16 Behavioral Metamerism Pilot
Brand Function x synthetic cohort interaction experiment from the Spectral Brand Theory research program.
Dataset Summary
675 API calls testing whether Brand Function specification differentially affects dimensional collapse across synthetic observer cohorts. Design: 5 cohorts x 5 brands x 3 conditions (no BF, structural BF, enriched BF) x 3 models x 3 repetitions.
Companion paper: AI-Native Brand Identity: From Visual Recognition… See the full description on the dataset page: https://huggingface.co/datasets/spectralbranding/r16-behavioral-metamerism-pilot.rollout_pick_n_place_dagger_r16_with_qminesweeper-student-minekuk-qwen1.7b-continued-by-qwen3-4b-thinking-t4096-r16384kukurasu-qwen1.7b-cutoff512-completed-by-qwen3-4b-thinking-r16384minesweeper-student-kukurasu20k-qwen1.7b-e3-mask-continued-by-qwen3-4b-thinking-t4096-r16384