NATIVE · CANONICAL_COMPLETE
CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1
Track CUBSO_A_ONLY_RETRIEVAL_FUSION
Pregunta científica
Does the unchanged RRF(k=60) treatment that passed CALIBRATION show the same recall direction and materiality on the already-inspected DEV cohort?
Without retuning k, source weights or retrievers, RRF(k=60) satisfies the same material-gain gate on DEV; this is a same-cohort follow-up, not fresh validation.
Cohort
CUBSO_A_SCALE_DEVDEVELOPMENT
Exposure: INFORMED_HYPOTHESIS · Sealed: SEALED
212409444c17fb058878658b886f2557a46e91d5ea93396437604d25c7f645beBaseline
Retained full-data Procrustes ranking on the already-inspected A-scale DEV cohort.
Treatment
The exact CALIBRATION-kept treatment: full 85,711-candidate RRF(k=60), equal contribution from retained Procrustes and frozen BGE-M3-5k.
Variable causal
rank aggregation only: full-catalog Procrustes + BGE5K -> RRF(k=60)
Modelo y ejecución
fixed reciprocal-rank fusion over retained Procrustes and BGE-M3-5k
Procrustes:CUBSO_A_SCALE_QUERY_PROJECTION_LC_V1;BGE5K:ca27492deb375a01a369c549cac486450770752cc3d06d8f6b26c6ce597579b4PASS_17_OF_17_CANONICAL_CPU_RRF_PROBESRuntime: CUBSO_A_SCALE_FULL_RRF_GPU_EVALUATION_V1 · Provider: kaggle
3333d8f3dd41e900465cd772ff6544246218f98cDecisión científica
CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1 was evaluated only on the preregistered DEV development cohort; TEST and TEMPORAL_TEST remain sealed.
Regla: KEEP_PROCRUSTES_BGE5K_RRF60
Resultado: matched preregistered DEV screening decision gate
External validation: no · Replication required: sí
Métricas
Sólo se visualizan métricas primarias que comparten semántica de display; el gráfico no autoriza comparaciones entre familias incompatibles.
| Métrica | Valor exacto |
|---|---|
| DeltaMRR | -0.00261586510531 |
| DeltaRecall@100 | 0.0454265159301 |
| DeltaRecall@20 | 0.0361767728674 |
| DeltaRecall@50 | 0.0504624871531 |
| DeltaTargetUnseenMRR | 0.00535290450491 |
| DeltaTargetUnseenRecall@100 | 0.0528879610299 |
| DeltaTargetUnseenRecall@20 | 0.0487125956855 |
| DeltaTargetUnseenRecall@50 | 0.0521920668058 |
| DeltaTargetUnseenTop1 | -0.00487125956855 |
| DeltaTop1 | -0.0131551901336 |
| McNemar_R100_p | 3.39070376126e-75 |
| MRR | 0.389845551432 |
| Recall@100 | 0.794347379239 |
| Recall@20 | 0.666598150051 |
| Recall@50 | 0.754676258993 |
| TargetUnseenMRR | 0.256740857970 |
| TargetUnseenRecall@100 | 0.688239387613 |
| TargetUnseenRecall@20 | 0.514265831594 |
| TargetUnseenRecall@50 | 0.628392484342 |
| TargetUnseenTop1 | 0.176061238692 |
| Top1 | 0.290853031860 |
Tests estadísticos
- overall_recall_at_100_losses
- 97
- overall_recall_at_100_mcnemar_exact_p
- 3.3907037612643287e-75
- overall_recall_at_100_ties
- 9094
- overall_recall_at_100_wins
- 539
- overall_recall_at_20_losses
- 340
- overall_recall_at_20_mcnemar_exact_p
- 2.584268375121685e-28
- overall_recall_at_20_ties
- 8698
- overall_recall_at_20_wins
- 692
- overall_recall_at_50_losses
- 144
- overall_recall_at_50_mcnemar_exact_p
- 2.6173112242766577e-74
- overall_recall_at_50_ties
- 8951
- overall_recall_at_50_wins
- 635
- target_unseen_recall_at_100_losses
- 17
- target_unseen_recall_at_100_mcnemar_exact_p
- 7.237227129476197e-14
- target_unseen_recall_at_100_ties
- 1327
- target_unseen_recall_at_100_wins
- 93
- target_unseen_recall_at_20_losses
- 50
- target_unseen_recall_at_20_mcnemar_exact_p
- 8.020158388607808e-8
- target_unseen_recall_at_20_ties
- 1267
- target_unseen_recall_at_20_wins
- 120
- target_unseen_recall_at_50_losses
- 27
- target_unseen_recall_at_50_mcnemar_exact_p
- 1.881974752113246e-11
- target_unseen_recall_at_50_ties
- 1308
- target_unseen_recall_at_50_wins
- 102
Incertidumbre
- DeltaMRR
- [-0.009302745613121265,0.004155429404529384]
- DeltaRecall@100
- [0.03977070859619628,0.051590549563123894]
- DeltaRecall@20
- [0.028520702716996898,0.044082555840814226]
- DeltaRecall@50
- [0.04394549093659868,0.05764889325659599]
- DeltaTop1
- [-0.02216078896078318,-0.0042478728193568365]
- TargetUnseenDeltaMRR
- [-0.006459634144098458,0.01781887091321563]
- TargetUnseenDeltaRecall@100
- [0.03538096943608557,0.0718466457368838]
- TargetUnseenDeltaRecall@20
- [0.030797273426362903,0.06762321468787004]
- TargetUnseenDeltaRecall@50
- [0.03397511127311716,0.07137517938513227]
- TargetUnseenDeltaTop1
- [-0.02083596570397112,0.011602000762800744]
Lineage
Informed by
CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_CALIBRATION_V1CUBSO_A_SCALE_QUERY_PROJECTION_LC_V1CUBSO_A_SCALE_BGE_M3_DENSE_FINETUNE_5K_V1Same population as
Code bindings
workspaces/conosce/conosce/cubso/experiments/retrieval/a_scale/rrf_evaluation.py
GIT_BLOB
3333d8f3dd41e900465cd772ff6544246218f98c0d78e0d5731df75149904c343a09b86dbff96b04e54b3fad584e7eec23712816workspaces/conosce/conosce/cubso/experiments/retrieval/a_scale/rrf_gpu_worker.py
GIT_BLOB
3333d8f3dd41e900465cd772ff6544246218f98ca84b31bf5459373afc28c12bb074c190a47f2d1741bd7d6d29cb8d0bed4c021fArtefactos y evidencia
BASE_C0_EMBEDDINGS
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/dataset/base_candidate_embeddings.parquet
6e663819fb44c92759603a557d8900da04bfae9b75b656fc3bfab048609801c5BGE5K_C0_EMBEDDINGS
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/dataset/bge5k_candidate_embeddings.parquet
72a3af050a43762b4d2cc418180894dc2b31239c19d4ff65c547a1725c0972e6BGE5K_DEV_EMBEDDINGS
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/dataset/bge5k_query_embeddings.parquet
983509072a4581c8914c7a62a838838cf2c6a3edf98cb993359a754610ca8663DEV_MAPPING
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/dataset/query_mapping.parquet
245754f04ddfa1228ff46d86b93b82718f09d01edb2f5b9aed0c898da67e3fc2EXACT_DEV_RANKING
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/results/rrf_ranking.parquet
11bab59c84bf18cccc6b971a4c52c0c652de3da18cb7233fbbd24bb1024638aeGPU_SUMMARY
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/results/job_summary.json
cf3e0f617b610aca88df384f5110107c3bc13f8dfbb41da35c66dfe758733bdePAIRED_DEV_EVALUATION
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/evaluation.json
6becf6717a3a2629f12003286336e812a95d8502b8625502a9e87c61700e2b52PREREGISTRATION
docs/research/cubso/preregistrations/CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1.json
9aa0ec1ac460574d9af8249d14761b3dbdd711856049d08452c6bc1ce6060e32PROCRUSTES_DEV_EMBEDDINGS
artifacts/derived/procurement_need/tasks/cubso/experiments/a_scale_procrustes_bge_rrf_dev_followup_v1_20260824/providers/kaggle-rrf/c71c902e9cfd/dataset/procrustes_query_embeddings.parquet
e52c9b8d81e69427d2e27877db3f565341536359a2edd9d31f86ee3146ecb77d
Provenance relacionado
Entities
- a-scale:rrf-dev:preregistration
- PREREGISTRATION
- a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:decision
- SCIENTIFIC_DECISION_EVIDENCE
- a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:evaluation
- EVALUATION
Activities
- a-scale:rrf-dev:preregistration-activity
- PREREGISTRATION_GIT_BOUND · 8bdf7cc7fc2981e7acb2cf336ad27bfdb34ec585 · 2026-08-24T01:58:44-05:00 · 2026-08-24T01:58:44-05:00
- a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:binding-activity
- RESULT_BINDING · 3333d8f3dd41e900465cd772ff6544246218f98c · 2026-08-24T12:09:13.897000Z · 2026-08-24T12:09:13.897000Z
Edges
- a-scale:rrf-dev:edge:prereg-generated
- WAS_GENERATED_BY: a-scale:rrf-dev:preregistration → a-scale:rrf-dev:preregistration-activity
- a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:edge:1
- WAS_GENERATED_BY: a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:evaluation → a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:binding-activity
- a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:edge:2
- WAS_GENERATED_BY: a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:decision → a-scale:screening-result:CUBSO_A_SCALE_PROCRUSTES_BGE5K_RRF_DEV_FOLLOWUP_V1:binding-activity