datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
eai_real_worldThis repository contains the 8 evaluated real-world task datasets used in HEX, along with the processed Humanoid Everyday datasets.
For the HEX real-world tasks, dvt217 corresponds to the Tienkung 2.0 robot, while evt12 corresponds to the Tienkung 3.0 robot.
meta-cognition
CatQualia meta-cognition corpus — introspection, persona drift and self-description
416 rows · 670,565 bytes · JSON Lines.
What this is
Material about a system describing itself: introspective reports, persona-drift detection, state voice, trust capital, its own notation (gnarpscript, including its type errors), and the conceptual-bridge rows behind the H_J operator. Small per file, but thematically one thing: how a system accounts for its own state.… See the full description on the dataset page: https://huggingface.co/datasets/CatQualia/meta-cognition.rebase_thinkprm_gemma-4-E4B-it_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2835.09
generation_phase_time_s
4226.82
judge_output_tokens_level_1
7.52228e+06
judge_output_tokens_level_2
1.82708e+06
judge_output_tokens_level_3
330368
judge_output_tokens_level_4
122436
maj@1
0.470671… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_gemma-4-E4B-it_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu.rebase_vgs_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_vgs_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2756.83
generation_phase_time_s
436.582
maj@1
0.471643
maj@16
0.501204
maj@16_std
0.0457085
maj@1_std
0.0813174
maj@2
0.474986
maj@2_std
0.0690185
maj@32
0.507343
maj@32_std
0.0469425
maj@4
0.497377… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_vgs_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_vgs_2gpu.rebase_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2755.79
generation_phase_time_s
702.967
judge_output_tokens_level_1
80288.3
judge_output_tokens_level_2
11101.6
judge_output_tokens_level_3
3063.5
judge_output_tokens_level_4
6848.67
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition__v0.mv_gpt-oss-20b_rg_cognition_ns256_md1_seed42_rg_cognition
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5954.5
generation_phase_time_s
2290.23
judge_extract_fail_frac
0.0101172
judge_truncated_frac
0.00015625
maj@1
0.484968
maj@128
0.518783
maj@128_std0.0376382
maj@16
0.517641
maj@16_std
0.0490022… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/mv_gpt-oss-20b_rg_cognition_ns256_md1_seed42_rg_cognition.rebase_gpt-oss-20b_rg_cognition_ns128_md4_bt0_1_seed65_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5710.25
generation_phase_time_s
1328.95
judge_output_tokens_level_1
490866
judge_output_tokens_level_2
196486
judge_output_tokens_level_3
114990
judge_output_tokens_level_4
86361.8
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gpt-oss-20b_rg_cognition_ns128_md4_bt0_1_seed65_rg_cognition__v0.rebase_gpt-oss-20b_rg_cognition_ns32_md4_bt0_1_seed65_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5610.97
generation_phase_time_s
523.591
judge_output_tokens_level_1
114132
judge_output_tokens_level_2
42085.3
judge_output_tokens_level_3
26250.5
judge_output_tokens_level_4
18430.2
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gpt-oss-20b_rg_cognition_ns32_md4_bt0_1_seed65_rg_cognition__v0.rebase_thinkprm_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
6463.56
generation_phase_time_s
764.791
judge_output_tokens_level_1
303118
judge_output_tokens_level_2
154345
judge_output_tokens_level_3
119069
judge_output_tokens_level_4
87115.4
maj@1
0.492725
maj@1_std… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu.rebase_thinkprm_Qwen3.5-4B_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_thinkprm
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
6706.73
generation_phase_time_s
485.249
judge_output_tokens_level_1
538781
judge_output_tokens_level_2
225538
judge_output_tokens_level_3
178582
judge_output_tokens_level_4
106664
maj@1
0.511577
maj@1_std… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_Qwen3.5-4B_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_thinkprm.gemma-4-E4B-it-mv-rg_cognitionmv_gemma-4-E4B-it_rg_cognition_ns256_md1_seed42_rg_cognition
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2853.93
generation_phase_time_s
2263.43
judge_extract_fail_frac
0.000195313
judge_truncated_frac
0.000195313
maj@1
0.47185
maj@128
0.502253
maj@128_std0.0505527
maj@16
0.506823
maj@16_std
0.0565284… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/mv_gemma-4-E4B-it_rg_cognition_ns256_md1_seed42_rg_cognition.rebase_gemma-4-E4B-it_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2732
generation_phase_time_s
282.359
judge_output_tokens_level_1
21727.5
judge_output_tokens_level_2
3196.3
judge_output_tokens_level_3
508
judge_output_tokens_level_4
0
judge_output_tokens_search
25279.4… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gemma-4-E4B-it_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition__v0.rebase_gemma-4-E4B-it_rg_cognition_ns8_md4_bt0_1_seed73_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2748.36
generation_phase_time_s
297.389
judge_output_tokens_level_1
18502.7
judge_output_tokens_level_2
3549.6
judge_output_tokens_level_3
496
judge_output_tokens_level_4
678
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gemma-4-E4B-it_rg_cognition_ns8_md4_bt0_1_seed73_rg_cognition__v0.rebase_Qwen3.5-4B_rg_cognition_ns8_md4_bt0_1_seed73_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
6302.7
generation_phase_time_s
646.087
judge_output_tokens_level_1
267664
judge_output_tokens_level_2
160422
judge_output_tokens_level_3
71357.2
judge_output_tokens_level_4
33557.7
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_Qwen3.5-4B_rg_cognition_ns8_md4_bt0_1_seed73_rg_cognition__v0.rebase_thinkprm_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2840.9
generation_phase_time_s
1333.32
judge_output_tokens_level_1
1.87764e+06
judge_output_tokens_level_2
453921
judge_output_tokens_level_3
82606.1
judge_output_tokens_level_4
49392.3
maj@1
0.470232
maj@16… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu.rebase_Qwen3.5-4B_rg_cognition_ns128_md4_bt0_1_seed73_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
6360.06
generation_phase_time_s
5052.7
judge_output_tokens_level_1
4.09477e+06
judge_output_tokens_level_2
2.63796e+06
judge_output_tokens_level_3
1.17931e+06
judge_output_tokens_level_4
483449… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_Qwen3.5-4B_rg_cognition_ns128_md4_bt0_1_seed73_rg_cognition__v0.rebase_thinkprm_Qwen3.5-4B_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_thinkprm
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
6873.51
generation_phase_time_s
4066.53
judge_output_tokens_level_1
8.71912e+06
judge_output_tokens_level_2
4.05e+06
judge_output_tokens_level_3
2.82987e+06
judge_output_tokens_level_4
1.60494e+06
maj@1… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_Qwen3.5-4B_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_thinkprm.rebase_vgs_Qwen3.5-4B_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_vgs
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5680.84
generation_phase_time_s
483.496
maj@1
0.511783
maj@16
0.510428
maj@16_std
0.026643
maj@1_std
0.0479327
maj@2
0.509253
maj@2_std
0.0465487
maj@32
0.507774
maj@32_std
0.0220413
maj@4
0.509292… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_vgs_Qwen3.5-4B_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_vgs.rebase_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5939.95
generation_phase_time_s
287.817
judge_output_tokens_level_1
26630.1
judge_output_tokens_level_2
13010.6
judge_output_tokens_level_3
5498.9
judge_output_tokens_level_4
5627.7
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition__v0.rebase_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed65_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5759.1
generation_phase_time_s
271.844
judge_output_tokens_level_1
31023.8
judge_output_tokens_level_2
8833.8
judge_output_tokens_level_3
5082.6
judge_output_tokens_level_4
4306.8
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed65_rg_cognition__v0.rebase_thinkprm_gemma-4-E4B-it_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2821.71
generation_phase_time_s
570.271
judge_output_tokens_level_1
483673
judge_output_tokens_level_2
101776
judge_output_tokens_level_3
31856.9
judge_output_tokens_level_4
17484
maj@1
0.472164
maj@1_std… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_gemma-4-E4B-it_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu.rebase_vgs_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_vgs_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5088.68
generation_phase_time_s
453.601
maj@1
0.476496
maj@1_std
0.0587348
maj@2
0.478744
maj@2_std
0.0579401
maj@4
0.5088
maj@4_std
0.0354722
maj@8
0.51065
maj@8_std
0.0357143
median_response_tokens… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_vgs_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed42_rg_cognition_vgs_2gpu.rebase_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed73_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5418.58
generation_phase_time_s
257.32
judge_output_tokens_level_1
26540.6
judge_output_tokens_level_2
8524.6
judge_output_tokens_level_3
4980.7
judge_output_tokens_level_4
3824.9
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gpt-oss-20b_rg_cognition_ns8_md4_bt0_1_seed73_rg_cognition__v0.rebase_vgs_gemma-4-E4B-it_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_vgs_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2656.2
generation_phase_time_s
1071.22
maj@1
0.471711
maj@128
0.50236
maj@128_std
0.0443573
maj@16
0.501634
maj@16_std
0.0517266
maj@1_std
0.0676119
maj@2
0.476155
maj@2_std
0.066868
maj@32
0.495842… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_vgs_gemma-4-E4B-it_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_vgs_2gpu.rebase_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed73_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
2703.73
generation_phase_time_s
530.883
judge_output_tokens_level_1
69007.1
judge_output_tokens_level_2
10456.9
judge_output_tokens_level_3
646.556
judge_output_tokens_level_4
626
judge_output_tokens_search… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_gemma-4-E4B-it_rg_cognition_ns32_md4_bt0_1_seed73_rg_cognition__v0.rebase_thinkprm_gpt-oss-20b_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5756.59
generation_phase_time_s
924.908
judge_output_tokens_level_1
1.26151e+06
judge_output_tokens_level_2
594411
judge_output_tokens_level_3
396748
judge_output_tokens_level_4
286491
maj@1
0.477695
maj@16… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_thinkprm_gpt-oss-20b_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition_thinkprm_2gpu.rebase_vgs_gpt-oss-20b_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_vgs_2gpu
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
4302.82
generation_phase_time_s
1965.79
maj@1
0.493528
maj@128
0.542234
maj@128_std
0.0294823
maj@16
0.531794
maj@16_std
0.0393151
maj@1_std
0.0705662
maj@2
0.484161
maj@2_std
0.0744236
maj@32
0.534592… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_vgs_gpt-oss-20b_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_vgs_2gpu.rebase_Qwen3.5-4B_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition__v0
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
6453.97
generation_phase_time_s
1388.48
judge_output_tokens_level_1
1.03059e+06
judge_output_tokens_level_2
647556
judge_output_tokens_level_3
288405
judge_output_tokens_level_4
127192… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_Qwen3.5-4B_rg_cognition_ns32_md4_bt0_1_seed42_rg_cognition__v0.rebase_vgs_Qwen3.5-4B_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_vgs
Aggregated Metrics
Weighted mean of per-shard wandb summary values (weights = shard rows). See _meta/aggregated_metrics.json for raw values and _meta/splits.json for the per-shard wandb run names.
Aggregated from 10 shards.
Metric
Value
avg_response_tokens
5590.61
generation_phase_time_s
1657.74
maj@1
0.506347
maj@128
0.498577
maj@128_std
0.0352039
maj@16
0.506198
maj@16_std
0.0357234
maj@1_std
0.0591752
maj@2
0.496027
maj@2_std
0.0619989
maj@32
0.498739… See the full description on the dataset page: https://huggingface.co/datasets/anirudhb11/rebase_vgs_Qwen3.5-4B_rg_cognition_ns128_md4_bt0_1_seed42_rg_cognition_vgs.
