Datasets:

bunyamineymen
/

rag-gate-stats-results

dataset large_stringclasses 3 values	truth large_stringclasses 2 values	family large_stringclasses 3 values	A large_stringclasses 4 values	B large_stringclasses 29 values	metric large_stringclasses 2 values	n int64 25 300	R int64 2k 2k	param float64 0.01 0.03	contrast large_stringclasses 2 values	mean float64 -0.26 1	lo float64 -0.28 1	hi float64 -0.24 1
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s1	recall@5	25	2,000	0.01	G1pass-G3pass	0.3735	0.348509	0.398491
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s1	recall@5	25	2,000	0.01	G3ufail-G3fail	0.538	0.516145	0.559855
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s1	recall@5	25	2,000	0.02	G1pass-G3pass	0.2315	0.207493	0.255507
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s1	recall@5	25	2,000	0.02	G3ufail-G3fail	0.669	0.648371	0.689629
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s1	recall@5	25	2,000	0.03	G1pass-G3pass	0.1645	0.141619	0.187381
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s1	recall@5	25	2,000	0.03	G3ufail-G3fail	0.6965	0.676345	0.716655
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s2	recall@5	25	2,000	0.01	G1pass-G3pass	0.1385	0.117738	0.159262
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s2	recall@5	25	2,000	0.01	G3ufail-G3fail	0.786	0.768021	0.803979
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s2	recall@5	25	2,000	0.02	G1pass-G3pass	0.098	0.07823	0.11777
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s2	recall@5	25	2,000	0.02	G3ufail-G3fail	0.807	0.7897	0.8243
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s2	recall@5	25	2,000	0.03	G1pass-G3pass	0.073	0.054162	0.091838
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s2	recall@5	25	2,000	0.03	G3ufail-G3fail	0.7945	0.776787	0.812213
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s3	recall@5	25	2,000	0.01	G1pass-G3pass	0.2305	0.206716	0.254284
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s3	recall@5	25	2,000	0.01	G3ufail-G3fail	0.681	0.660568	0.701432
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s3	recall@5	25	2,000	0.02	G1pass-G3pass	0.095	0.073978	0.116022
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s3	recall@5	25	2,000	0.02	G3ufail-G3fail	0.8025	0.785048	0.819952
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s3	recall@5	25	2,000	0.03	G1pass-G3pass	0.071	0.05077	0.09123
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s3	recall@5	25	2,000	0.03	G3ufail-G3fail	0.793	0.775239	0.810761
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s4	recall@5	25	2,000	0.01	G1pass-G3pass	0.1575	0.136173	0.178827
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s4	recall@5	25	2,000	0.01	G3ufail-G3fail	0.772	0.753608	0.790392
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s4	recall@5	25	2,000	0.02	G1pass-G3pass	0.0955	0.076173	0.114827
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s4	recall@5	25	2,000	0.02	G3ufail-G3fail	0.8085	0.791251	0.825749
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s4	recall@5	25	2,000	0.03	G1pass-G3pass	0.094	0.074733	0.113267
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s4	recall@5	25	2,000	0.03	G3ufail-G3fail	0.759	0.740251	0.777749
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s5	recall@5	25	2,000	0.01	G1pass-G3pass	0.2855	0.260471	0.310529
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s5	recall@5	25	2,000	0.01	G3ufail-G3fail	0.6225	0.601249	0.643751
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s5	recall@5	25	2,000	0.02	G1pass-G3pass	0.208	0.184241	0.231759
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s5	recall@5	25	2,000	0.02	G3ufail-G3fail	0.6855	0.665146	0.705854
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s5	recall@5	25	2,000	0.03	G1pass-G3pass	0.1965	0.172979	0.220021
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s5	recall@5	25	2,000	0.03	G3ufail-G3fail	0.6585	0.637712	0.679288
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s6	recall@5	25	2,000	0.01	G1pass-G3pass	0.1035	0.083421	0.123579
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s6	recall@5	25	2,000	0.01	G3ufail-G3fail	0.8205	0.803677	0.837323
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s6	recall@5	25	2,000	0.02	G1pass-G3pass	-0.013	-0.028238	0.002238
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s6	recall@5	25	2,000	0.02	G3ufail-G3fail	0.921	0.909175	0.932825
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s6	recall@5	25	2,000	0.03	G1pass-G3pass	-0.068	-0.079712	-0.056288
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s6	recall@5	25	2,000	0.03	G3ufail-G3fail	0.94	0.929589	0.950411
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s7	recall@5	25	2,000	0.01	G1pass-G3pass	0.268	0.244103	0.291897
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s7	recall@5	25	2,000	0.01	G3ufail-G3fail	0.653	0.632133	0.673867
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s7	recall@5	25	2,000	0.02	G1pass-G3pass	0.134	0.112702	0.155298
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s7	recall@5	25	2,000	0.02	G3ufail-G3fail	0.769	0.750524	0.787476
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s7	recall@5	25	2,000	0.03	G1pass-G3pass	0.0775	0.058068	0.096932
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s7	recall@5	25	2,000	0.03	G3ufail-G3fail	0.7875	0.769567	0.805433
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s8	recall@5	25	2,000	0.01	G1pass-G3pass	0.205	0.182223	0.227777
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s8	recall@5	25	2,000	0.01	G3ufail-G3fail	0.7165	0.696743	0.736257
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s8	recall@5	25	2,000	0.02	G1pass-G3pass	0.0445	0.025823	0.063177
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s8	recall@5	25	2,000	0.02	G3ufail-G3fail	0.8605	0.845312	0.875688
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s8	recall@5	25	2,000	0.03	G1pass-G3pass	0.011	-0.006196	0.028196
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s8	recall@5	25	2,000	0.03	G3ufail-G3fail	0.8605	0.845312	0.875688
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s9	recall@5	25	2,000	0.01	G1pass-G3pass	0.185	0.16296	0.20704
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s9	recall@5	25	2,000	0.01	G3ufail-G3fail	0.7325	0.713095	0.751905
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s9	recall@5	25	2,000	0.02	G1pass-G3pass	0.0955	0.075731	0.115269
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s9	recall@5	25	2,000	0.02	G3ufail-G3fail	0.8045	0.787115	0.821885
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s9	recall@5	25	2,000	0.03	G1pass-G3pass	0.0685	0.049706	0.087294
nfcorpus	population	noop	hnsw_ef16_s0	hnsw_ef16_s9	recall@5	25	2,000	0.03	G3ufail-G3fail	0.7935	0.775755	0.811245
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s1	recall@5	25	2,000	0.01	G1pass-G3pass	-0.0485	-0.065822	-0.031178
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s1	recall@5	25	2,000	0.01	G3ufail-G3fail	0.936	0.925271	0.946729
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s1	recall@5	25	2,000	0.02	G1pass-G3pass	-0.1125	-0.126352	-0.098648
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s1	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9995	0.99852	1.00048
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s1	recall@5	25	2,000	0.03	G1pass-G3pass	-0.1125	-0.126352	-0.098648
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s1	recall@5	25	2,000	0.03	G3ufail-G3fail	0.992	0.988095	0.995905
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s2	recall@5	25	2,000	0.01	G1pass-G3pass	-0.11	-0.123716	-0.096284
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s2	recall@5	25	2,000	0.01	G3ufail-G3fail	1	1	1
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s2	recall@5	25	2,000	0.02	G1pass-G3pass	-0.11	-0.123716	-0.096284
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s2	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9995	0.99852	1.00048
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s2	recall@5	25	2,000	0.03	G1pass-G3pass	-0.11	-0.123716	-0.096284
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s2	recall@5	25	2,000	0.03	G3ufail-G3fail	0.992	0.988095	0.995905
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s3	recall@5	25	2,000	0.01	G1pass-G3pass	-0.1115	-0.125298	-0.097702
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s3	recall@5	25	2,000	0.01	G3ufail-G3fail	1	1	1
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s3	recall@5	25	2,000	0.02	G1pass-G3pass	-0.1115	-0.125298	-0.097702
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s3	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9995	0.99852	1.00048
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s3	recall@5	25	2,000	0.03	G1pass-G3pass	-0.1115	-0.125298	-0.097702
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s3	recall@5	25	2,000	0.03	G3ufail-G3fail	0.992	0.988095	0.995905
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s4	recall@5	25	2,000	0.01	G1pass-G3pass	-0.0305	-0.049687	-0.011313
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s4	recall@5	25	2,000	0.01	G3ufail-G3fail	0.914	0.90171	0.92629
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s4	recall@5	25	2,000	0.02	G1pass-G3pass	-0.0305	-0.049687	-0.011313
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s4	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9135	0.901177	0.925823
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s4	recall@5	25	2,000	0.03	G1pass-G3pass	-0.0305	-0.049687	-0.011313
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s4	recall@5	25	2,000	0.03	G3ufail-G3fail	0.906	0.893207	0.918793
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s5	recall@5	25	2,000	0.01	G1pass-G3pass	-0.0525	-0.069464	-0.035536
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s5	recall@5	25	2,000	0.01	G3ufail-G3fail	0.942	0.931753	0.952247
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s5	recall@5	25	2,000	0.02	G1pass-G3pass	-0.1105	-0.124243	-0.096757
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s5	recall@5	25	2,000	0.02	G3ufail-G3fail	0.999	0.997614	1.000386
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s5	recall@5	25	2,000	0.03	G1pass-G3pass	-0.1105	-0.124243	-0.096757
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s5	recall@5	25	2,000	0.03	G3ufail-G3fail	0.9905	0.986248	0.994752
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s6	recall@5	25	2,000	0.01	G1pass-G3pass	-0.111	-0.124771	-0.097229
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s6	recall@5	25	2,000	0.01	G3ufail-G3fail	1	1	1
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s6	recall@5	25	2,000	0.02	G1pass-G3pass	-0.111	-0.124771	-0.097229
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s6	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9995	0.99852	1.00048
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s6	recall@5	25	2,000	0.03	G1pass-G3pass	-0.111	-0.124771	-0.097229
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s6	recall@5	25	2,000	0.03	G3ufail-G3fail	0.992	0.988095	0.995905
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s7	recall@5	25	2,000	0.01	G1pass-G3pass	-0.1115	-0.125298	-0.097702
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s7	recall@5	25	2,000	0.01	G3ufail-G3fail	1	1	1
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s7	recall@5	25	2,000	0.02	G1pass-G3pass	-0.1115	-0.125298	-0.097702
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s7	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9995	0.99852	1.00048
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s7	recall@5	25	2,000	0.03	G1pass-G3pass	-0.1115	-0.125298	-0.097702
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s7	recall@5	25	2,000	0.03	G3ufail-G3fail	0.992	0.988095	0.995905
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s8	recall@5	25	2,000	0.01	G1pass-G3pass	-0.0465	-0.064486	-0.028514
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s8	recall@5	25	2,000	0.01	G3ufail-G3fail	0.9335	0.922578	0.944422
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s8	recall@5	25	2,000	0.02	G1pass-G3pass	-0.051	-0.06872	-0.03328
nfcorpus	population	noop	hnsw_ef128_s0	hnsw_ef128_s8	recall@5	25	2,000	0.02	G3ufail-G3fail	0.9375	0.926889	0.948111

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RAG regression gate statistics — results

Per-query retrieval metrics and simulated PASS/FAIL gate decisions for small golden sets, produced by project 01 of a RAG evaluation series. No corpus or query text is redistributed; rows reference BEIR query ids only.

Source data

Dataset	HF ids	License (as checked 2026-10-14)
NFCorpus	`BeIR/nfcorpus`, `BeIR/nfcorpus-qrels`	HF card: CC BY-SA 4.0; original license to be confirmed
FiQA-2018	`BeIR/fiqa`, `BeIR/fiqa-qrels`	HF card: CC BY-SA 4.0; original license to be confirmed
SCIDOCS	`BeIR/scidocs`, `BeIR/scidocs-qrels`	HF card: CC BY-SA 4.0; original license to be confirmed

BEIR's README leaves license responsibility with the user; the per-dataset original terms apply.

Tables

Config	One row per	Key columns
`per_query`	dataset × system × query	`recall@5`, `recall@10`, `mrr@10`, `ndcg@10`
`threshold`	dataset × truth × system × metric × n × d	`k_pass` of `R` golden sets for the absolute-threshold gate G1 (τ = true − d)
`pairs`	dataset × truth × scenario × metric × n × gate × param	`k_pass` of `R`, `delta_true`, `sd_d`, `analytic_pass` (G3)
`contrasts`	dataset × truth × scenario × metric × n × margin × contrast	mean and 95% CI of per-golden-set gate differences
`latency`	system × run × query	`ms` (FiQA, 2 threads)

Gates: G1 absolute threshold, G2 naive delta, G3 paired bootstrap non-inferiority, G3u unpaired bootstrap, G3signflip sign-flip test. Truth population = all test queries; split_half = golden sets drawn from one half, truth measured on the other half.

Reproduction

Code: bunyamineymen/rag-gate-stats-code

git clone https://huggingface.co/bunyamineymen/rag-gate-stats-code && cd rag-gate-stats-code && uv sync && uv run python scripts/run_all.py && uv run python scripts/latency.py && uv run python scripts/report.py

Pre-registration SHA-256: f2c4563bdeed4ae6e9496982ed40f8a63aef4de172698701d9fb33669f964567
Config SHA-256: 06bced6ee4e4d920d31eb8d440f6ce9eeaa7f41ba30ba886803bba909b5002e3
Seed: 20261017

Pre-registered hypotheses

H1: not supported
H2: supported
H3: supported
H4: supported
H5: not supported

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