eval-harness

dataset

dbpedia_280

280 items · 29 arms. Headline: each arm's own primary metric, mean over its items; arms with different primary metrics are not ranked against each other.

baseline, promoted 2026-10-25

db_bert_base_fy_n200_v1

The cheapest arm at 0.9857: bert_base_fy (438 MB, $0 marginal, 87 ms per item on a 4-core Linux CPU), two items behind the leader qwen_m and not significantly different from it, as gemma_m and qwen_s are. REPORT_CLASSIFICATION, executive summary.

Inspect the 29 arms on correct, scored against gold/dbpedia_280Open its sheet

goals: Encyclopedia topic classification (DBpedia)

01arms

scored against silverscored by a judgewrote the reference it is scored againstscored against a label set, not a reference setunmarked rows are scored against gold

29 shown
armmetricmeanitemscost per itemspeed per itemrunsscored against
db_qwen_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.993280$0.000051 · 154 tokp50 818 · p95 1,115 ms1gold/dbpedia_280 goldinspect
db_anthropic_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.989280$0.001351 · 245 tokp50 3,244 · p95 3,704 ms1gold/dbpedia_280 goldinspect
db_bert_base_fy_n200_v1 baseline
run on Linux/x86_64, 4 CPUs
correct0.986280$0.000000p50 75 · p95 119 ms1gold/dbpedia_280 goldinspect
db_bert_base_fy_n200_v1 · linux
run on Linux/x86_64, 4 CPUs
correct0.986280$0.000000p50 61 · p95 175 ms1gold/dbpedia_280 goldinspect
db_deepseek_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.986280$0.000074 · 141 tokp50 1,497 · p95 3,617 ms1gold/dbpedia_280 goldinspect
db_gemma_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.986280$0.000012 · 150 tokp50 651 · p95 1,549 ms1gold/dbpedia_280 goldinspect
db_glm_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.986280$0.000057 · 147 tokp50 1,073 · p95 4,958 ms1gold/dbpedia_280 goldinspect
db_qwen_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.986280$0.000026 · 167 tokp50 8,595 · p95 34,672 ms1gold/dbpedia_280 goldinspect
db_anthropic_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.982280$0.000541 · 245 tokp50 2,203 · p95 2,748 ms1gold/dbpedia_280 goldinspect
db_openai_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.982280$0.000850 · 142 tokp50 1,087 · p95 1,661 ms1gold/dbpedia_280 goldinspect
db_anthropic_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.979280$0.000192 · 169 tokp50 981 · p95 1,740 ms1gold/dbpedia_280 goldinspect
db_llama_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.979280$0.000030 · 155 tokp50 795 · p95 5,859 ms1gold/dbpedia_280 goldinspect
db_deepseek_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.975280$0.000028 · 141 tokp50 994 · p95 1,662 ms1gold/dbpedia_280 goldinspect
db_gemma_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.975280$0.000016 · 150 tokp50 662 · p95 3,346 ms1gold/dbpedia_280 goldinspect
db_gemma_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.975280$0.000012 · 147 tokp50 586 · p95 997 ms1gold/dbpedia_280 goldinspect
db_llama_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.975280$0.000032 · 145 tokp50 621 · p95 1,156 ms1gold/dbpedia_280 goldinspect
db_openai_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.975280$0.000329 · 142 tokp50 1,227 · p95 1,650 ms1gold/dbpedia_280 goldinspect
db_openai_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.975280$0.000128 · 143 tokp50 842 · p95 1,335 ms1gold/dbpedia_280 goldinspect
db_glm_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.968280$0.000128 · 151 tokp50 1,508 · p95 3,595 ms1gold/dbpedia_280 goldinspect
db_qwen_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.968280$0.000122 · 149 tokp50 1,152 · p95 3,564 ms1gold/dbpedia_280 goldinspect
db_mistral_l_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.964280$0.000075 · 144 tokp50 620 · p95 57,125 ms1gold/dbpedia_280 goldinspect
db_llama_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.957280$0.000027 · 145 tokp50 1,178 · p95 2,351 ms1gold/dbpedia_280 goldinspect
db_mistral_m_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.957280$0.000067 · 156 tokp50 402 · p95 758 ms1gold/dbpedia_280 goldinspect
db_mistral_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.957280$0.000014 · 144 tokp50 770 · p95 1,864 ms1gold/dbpedia_280 goldinspect
db_deepseek_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.943280$0.000010 · 141 tokp50 1,188 · p95 3,065 ms1gold/dbpedia_280 goldinspect
db_glm_s_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.939280$0.000018 · 147 tokp50 1,080 · p95 1,606 ms1gold/dbpedia_280 goldinspect
db_keyword_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.707280$0.000000p50 0.076 · p95 0.22 ms1gold/dbpedia_280 goldinspect
db_bart_mnli_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.629280$0.000000p50 5,354 · p95 8,420 ms1gold/dbpedia_280 goldinspect
db_constant_n200_v1
run on mac-dev · Darwin/x86_64, 12 CPUs
correct0.071280$0.000000p50 0.003 · p95 0.006 ms1gold/dbpedia_280 goldinspect

02what's inside

280 items, text, 8–243 words (median 51, middle half 31–69).

Source: fancyzhx/dbpedia_14 (test split). The text stays there; each item below links to its row.

0501008–31 words: 7232–55 words: 8956–79 words: 9080–103 words: 28224–247 words: 18–3132–5556–7980–103104–127128–151152–175176–199200–223224–247

the gold

gold/dbpedia_280: 14 labels

labelitemsshare
Album207%
Animal207%
Artist207%
Athlete207%
Building207%
Company207%
EducationalInstitution207%
Film207%
MeanOfTransportation207%
NaturalPlace207%
OfficeHolder207%
Plant207%
Village207%
WrittenWork207%
280 shown
itemwordsgoldopen
00e1e4b16c9864Plantsource ↗ · inspect
012d6549a98578WrittenWorksource ↗ · inspect
03f78a2d4bec31Plantsource ↗ · inspect
041c038f630f29Filmsource ↗ · inspect
041dde9431ee27Animalsource ↗ · inspect
0861dedc21d814Villagesource ↗ · inspect
09e3a58a989e55Albumsource ↗ · inspect
0ac2c57ecf4988Animalsource ↗ · inspect
0b330bea5c2576Albumsource ↗ · inspect
0d0e113b750e56Filmsource ↗ · inspect
0e5404f0e6c078NaturalPlacesource ↗ · inspect
0e8e5313fbb631Buildingsource ↗ · inspect
102e6978c8a232EducationalInstitutionsource ↗ · inspect
104ddb3be01517WrittenWorksource ↗ · inspect
1200e901101d21Companysource ↗ · inspect
13c6af5887a244Companysource ↗ · inspect
15218adf4c8b18Companysource ↗ · inspect
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160f78b9026245OfficeHoldersource ↗ · inspect
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17714140afbc18WrittenWorksource ↗ · inspect
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17c20c49882f78Filmsource ↗ · inspect
1816c62bcd0383Buildingsource ↗ · inspect
187748b7cb0f23Animalsource ↗ · inspect
18cc80c5b6d231Albumsource ↗ · inspect
1a6f49efb83066EducationalInstitutionsource ↗ · inspect
1b12a951c81278NaturalPlacesource ↗ · inspect
1ba7de0e3ccb43Albumsource ↗ · inspect
1c889e48a25a62Albumsource ↗ · inspect
1d0df20e169d76Athletesource ↗ · inspect
1d7da8efac6d24Plantsource ↗ · inspect
1dbe9842cd2742Animalsource ↗ · inspect
1f032fdee15c55WrittenWorksource ↗ · inspect
1f14be1b4bdf45WrittenWorksource ↗ · inspect
20d46295732860Albumsource ↗ · inspect
20ed2955c85771OfficeHoldersource ↗ · inspect
21995c6d588241MeanOfTransportationsource ↗ · inspect
22b89ca2efe349EducationalInstitutionsource ↗ · inspect
22c788b2ee6159Buildingsource ↗ · inspect
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2be0dae3326c56EducationalInstitutionsource ↗ · inspect
2c6b546fdafa26Albumsource ↗ · inspect
2e53cd0b6bd860MeanOfTransportationsource ↗ · inspect
2e6141d9301329MeanOfTransportationsource ↗ · inspect
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Each row is the profile evh dataset-items --dataset-id dbpedia_280 prints; inspect opens the item in the inspector with the dataset's largest group of comparable arms, and its text where the inspector runs on a machine that has it.

03reference sets

04labels

No labels yet. A sheet to fill: evh label-sheet --dataset-id dbpedia_280 --out sheet.csv; a run's outputs as a model set: evh label-from-run --run R --set S.