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run
stringclasses
7 values
corpus
stringclasses
21 values
language
stringclasses
15 values
documents
int64
8
500
gold_toponyms
int64
158
3.32k
pipeline
stringclasses
10 values
recognizer
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resolver
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reranker
float64
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⌀
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float64
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float64
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float64
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1.29k
mean_error_km
float64
126
3.6k
elapsed_seconds
float64
6.59
238
commit
stringclasses
7 values
started_at
stringdate
2026-09-23 05:30:22
2026-09-23 18:25:47
2026-09-23-ablation
geovirus
en
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2,167
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dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
geovirus
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229
2,167
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
geovirus
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229
2,167
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
geovirus
en
229
2,167
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
geovirus
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229
2,167
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
geovirus
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229
2,167
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-de
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48
558
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dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-de
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48
558
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-de
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48
558
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dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-de
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48
558
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-de
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48
558
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dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-de
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48
558
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-en
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38
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dguzh/geo-all-MiniLM-L6-v2
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2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-en
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38
158
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-en
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38
158
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-en
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38
158
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-en
en
38
158
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-en
en
38
158
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-fr
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43
800
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-fr
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43
800
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-fr
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43
800
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dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-fr
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43
800
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-fr
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43
800
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
hipe2020-fr
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43
800
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-de
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8
628
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-de
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8
628
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-de
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null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-de
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628
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dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-de
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dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-de
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dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fi
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18
214
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fi
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18
214
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fi
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18
214
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fi
fi
18
214
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fi
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18
214
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fi
fi
18
214
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fr
fr
33
665
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fr
fr
33
665
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fr
fr
33
665
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fr
fr
33
665
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.688722
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fr
fr
33
665
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-fr
fr
33
665
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.717293
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-sv
sv
18
265
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.554717
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-sv
sv
18
265
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.528302
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-sv
sv
18
265
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.645283
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-sv
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18
265
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.618868
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-sv
sv
18
265
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.607547
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newseye-sv
sv
18
265
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.675472
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614.824797
9.320623
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ar
ar
500
3,319
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.852177
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ar
ar
500
3,319
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.849017
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ar
ar
500
3,319
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.859199
0.247832
1.465264
368.020876
34.145003
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ar
ar
500
3,319
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.856039
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ar
ar
500
3,319
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.856039
0.249096
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362.410055
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ar
ar
500
3,319
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.862008
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365.923038
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-de
de
500
1,019
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.904433
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-de
de
500
1,019
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.904433
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-de
de
500
1,019
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-de
de
500
1,019
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.90936
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-de
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500
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population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-de
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500
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-es
es
500
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-es
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-es
es
500
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-es
es
500
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null
dguzh/geo-all-MiniLM-L6-v2
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-es
es
500
1,270
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-es
es
500
1,270
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-fa
fa
71
326
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.731844
0.375955
75.074639
488.144156
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-fa
fa
71
326
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.709497
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613.411933
6.682281
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-fa
fa
71
326
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.731844
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488.144156
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-fa
fa
71
326
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.709497
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-fa
fa
71
326
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dguzh/geo-all-MiniLM-L6-v2
null
null
0.731844
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2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-fa
fa
71
326
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.73743
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ja
ja
500
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ja
ja
500
1,577
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.846204
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ja
ja
500
1,577
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.849476
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17.967578
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ja
ja
500
1,577
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.848822
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ja
ja
500
1,577
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.846859
0.226298
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249.274032
17.978081
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ja
ja
500
1,577
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.850785
0.223808
2.158474
246.269734
17.960389
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-pl
pl
186
196
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.647959
0.322314
8.700722
700.329679
13.440434
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-pl
pl
186
196
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.647959
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3.617458
860.841002
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-pl
pl
186
196
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.673469
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3.448765
685.336605
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-pl
pl
186
196
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.673469
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-pl
pl
186
196
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.668367
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-pl
pl
186
196
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.678571
0.303886
3.198629
745.463389
13.548655
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ro
ro
226
385
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.81039
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5.031677
488.383337
14.493774
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ro
ro
226
385
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.81039
0.281776
5.031677
579.787094
13.485391
b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ro
ro
226
385
population
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.825974
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ro
ro
226
385
prior
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.825974
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ro
ro
226
385
population-0.05
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.818182
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ro
ro
226
385
population-0.2
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.828571
0.268441
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458.110778
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-sr
sr
500
985
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.853807
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16.932738
422.189425
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-sr
sr
500
985
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null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.829442
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-sr
sr
500
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dguzh/geo-all-MiniLM-L6-v2
null
null
0.857868
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2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-sr
sr
500
985
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dguzh/geo-all-MiniLM-L6-v2
null
null
0.832487
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2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-sr
sr
500
985
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dguzh/geo-all-MiniLM-L6-v2
null
null
0.857868
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-sr
sr
500
985
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dguzh/geo-all-MiniLM-L6-v2
null
null
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ta
ta
500
1,578
hybrid
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.507375
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149.788547
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ta
ta
500
1,578
trim
null
dguzh/geo-all-MiniLM-L6-v2
null
null
0.512291
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b807fbd
2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ta
ta
500
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dguzh/geo-all-MiniLM-L6-v2
null
null
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2026-09-23T17:18:34+00:00
2026-09-23-ablation
newsli-ta
ta
500
1,578
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dguzh/geo-all-MiniLM-L6-v2
null
null
0.512291
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2026-09-23T17:18:34+00:00
End of preview. Expand in Data Studio

Geoparser benchmark results

Geoparsing pipelines from geoparser scored on English and multilingual corpora, run on Grid'5000 (one Tesla T4).

Benchmarks

Benchmark Languages Docs Toponyms Source
GeoVirus en 229 2167 WikiNews articles on epidemics (Gritta et al., 2018).
HIPE-2020 de, en, fr 129 1516 Historical Swiss, Luxembourgish and American newspapers, OCR.
NewsEye de, fi, fr, sv 77 1772 Historical European newspapers, OCR (HIPE-2022).
TopRes19th en 110 880 19th-century British newspapers, OCR (HIPE-2022).
NewsLi ar, de, es, fa, ja, pl, ro, sr, ta, tr, uk 4147 12491 Wikinews linked to GeoNames (UniTopRank, Hu et al., 2026); first 500 articles per language.

PAN-X / WikiANN recognition

A new PAN-X test-split comparison is in progress. The 85-language target list intersects the pinned WikiANN test split in 82 languages; ha, xh, and zu have no test configurations. The archived run has the English-only spaCy control and 39 complete GLiNER language checkpoints. XLM-R inference has not started. This is an incomplete run, and its partial scores are not a final three-model comparison. No model was trained or fine-tuned.

The immutable snapshot, per-model coverage (including unrun and unsupported language status), sample hashes, metrics, environment and sanitized attempt evidence are recorded at runs/2026-10-01-panx-335eae9d25892ad70be42dac8855af8cf9e4fc23091658599e6527a26ecf3c1d/README.md. Raw sentence text and model weights are not included.

Pipelines

Pipeline Recognition Resolution Notes
upstream spaCy en_core_web_sm MiniLM dguzh/geo-all-MiniLM-L6-v2 The original geoparser pipeline.
swapped GLiNER2 fastino/gliner2.5-multi-v1 Jina embeddings v5 + Jina reranker v3.5 Historical, GeoVirus only (runs/*/baseline-jina/).
hybrid GLiNER2 fastino/gliner2.5-multi-v1 MiniLM dguzh/geo-all-MiniLM-L6-v2 Multilingual recognition, upstream resolution.
prior GLiNER2 fastino/gliner2.5-multi-v1 MiniLM + inflection fallback + population prior hybrid, with exact-match misses retried with the ending trimmed and a small log-population prior; no extra model.

All resolve against GeoNames.

Results

Latest run per corpus and pipeline. Resolution is the share of gold toponyms placed within 161 km, scored on the gold spans so the resolvers see the same toponyms. Recognition is exact-match F1. AUC summarises the whole log-scaled error curve, lower being better. Bold is best on a corpus, underlined second.

Resolution: Acc@161km (higher is better)

Resolution: AUC of the error curve (lower is better)

Resolution: median error, log scale (lower is better)

Recognition: F1 (higher is better)

Resolution: Acc@161km

Corpus Lang upstream hybrid prior
geovirus en 0.834 0.834 0.837
hipe2020-de de 0.640 0.640 0.661
hipe2020-fr fr 0.766 0.766 0.765
hipe2020-en en 0.620 0.620 0.633
newseye-de de 0.646 0.646 0.650
newseye-fr fr 0.686 0.686 0.689
newseye-fi fi 0.313 0.313 0.458
newseye-sv sv 0.555 0.555 0.619
topres19th-en en 0.724 0.724 0.719
newsli-ar ar 0.852 0.852 0.856
newsli-de de 0.904 0.904 0.909
newsli-es es 0.802 0.802 0.820
newsli-fa fa 0.732 0.732 0.709
newsli-ja ja 0.847 0.847 0.849
newsli-pl pl 0.648 0.648 0.673
newsli-ro ro 0.810 0.810 0.826
newsli-sr sr 0.854 0.854 0.832
newsli-ta ta 0.507 0.507 0.512
newsli-tr tr 0.709 0.709 0.776
newsli-uk uk 0.643 0.643 0.589

Resolution: AUC (lower is better)

Corpus Lang upstream hybrid prior
geovirus en 0.300 0.300 0.298
hipe2020-de de 0.371 0.371 0.364
hipe2020-fr fr 0.294 0.294 0.299
hipe2020-en en 0.400 0.400 0.395
newseye-de de 0.321 0.321 0.315
newseye-fr fr 0.332 0.332 0.329
newseye-fi fi 0.625 0.625 0.517
newseye-sv sv 0.386 0.386 0.336
topres19th-en en 0.303 0.303 0.305
newsli-ar ar 0.251 0.251 0.249
newsli-de de 0.192 0.192 0.189
newsli-es es 0.296 0.296 0.283
newsli-fa fa 0.376 0.376 0.387
newsli-ja ja 0.226 0.226 0.225
newsli-pl pl 0.322 0.322 0.309
newsli-ro ro 0.278 0.278 0.273
newsli-sr sr 0.302 0.302 0.311
newsli-ta ta 0.515 0.515 0.508
newsli-tr tr 0.364 0.364 0.323
newsli-uk uk 0.360 0.360 0.393

Recognition: F1

Corpus Lang upstream hybrid prior
geovirus en 0.810 0.829 0.829
hipe2020-de de 0.247 0.599 0.599
hipe2020-fr fr 0.198 0.695 0.695
hipe2020-en en 0.497 0.632 0.632
newseye-de de 0.105 0.283 0.283
newseye-fr fr 0.183 0.467 0.467
newseye-fi fi 0.036 0.463 0.463
newseye-sv sv 0.197 0.520 0.520
topres19th-en en 0.492 0.624 0.624
newsli-ar ar 0.005 0.358 0.358
newsli-de de 0.133 0.406 0.406
newsli-es es 0.162 0.330 0.330
newsli-fa fa 0.015 0.321 0.321
newsli-ja ja 0.000 0.081 0.081
newsli-pl pl 0.057 0.132 0.132
newsli-ro ro 0.128 0.352 0.352
newsli-sr sr 0.023 0.309 0.309
newsli-ta ta 0.010 0.016 0.016
newsli-tr tr 0.121 0.328 0.328
newsli-uk uk 0.055 0.160 0.160

Ablation

hybrid with one change at a time, recognition held fixed. Means are over the 20 corpora every variant ran on; the last column counts corpora where Acc@161km beats / trails hybrid.

Variant Trimming Prior weight Mean Acc@161km Mean AUC Better / worse
hybrid off 0 0.705 0.341 0 / 0
trim on 0 0.702 0.342 4 / 13
population off 0.1 0.720 0.332 18 / 0
prior on 0.1 0.719 0.330 15 / 5
population-0.05 off 0.05 0.713 0.335 15 / 1
population-0.2 off 0.2 0.727 0.327 20 / 0
population-0.3 off 0.3 0.730 0.326 20 / 0
population-0.5 off 0.5 0.731 0.326 19 / 1
population-1.0 off 1 0.731 0.328 19 / 1

Ablation: Acc@161km

Files

results.csv (the viewer) has the historical corpus runs with AUC, errors and runtime; runs/ holds reports, checkpoints and job logs. PAN-X recognition checkpoints are archived under their immutable run path and are not added to the historical corpus table.

Licence

CC-BY-NC-SA 4.0, following HIPE-2022 (Ehrmann et al.).

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