webfaq-v2 / README.md
michaeldinzinger's picture
Add note in README.md
37c0126 verified
---
language:
- afr
- amh
- ara
- arz
- asm
- aze
- bak
- bel
- ben
- bos
- bre
- bul
- cat
- ceb
- ces
- ckb
- cym
- dan
- deu
- div
- ell
- eng
- epo
- est
- eus
- fas
- fin
- fra
- fry
- gla
- gle
- glg
- gom
- guj
- hat
- hbs
- heb
- hin
- hrv
- hun
- hye
- ilo
- ind
- isl
- ita
- jav
- jpn
- kan
- kat
- kaz
- khm
- kir
- kor
- kur
- lao
- lat
- lav
- lit
- ltz
- mal
- mar
- mkd
- mlg
- mlt
- mon
- msa
- mya
- nep
- nld
- nno
- nor
- ori
- pan
- pol
- por
- pus
- que
- ron
- rus
- san
- sin
- slk
- slv
- snd
- som
- spa
- sqi
- srp
- sun
- swa
- swe
- tam
- tat
- tel
- tgk
- tgl
- tha
- tuk
- tur
- uig
- ukr
- urd
- uzb
- vie
- war
- yid
- yor
- zho
multilinguality:
- multilingual
task_categories:
- text-retrieval
task_ids:
- document-retrieval
config_names:
- corpus
tags:
- text-retrieval
dataset_info:
- config_name: afr
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 5012834
num_examples: 45664
- config_name: amh
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 6103497
num_examples: 52694
- config_name: ara
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 523161980
num_examples: 3298814
- config_name: arz
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 298378
num_examples: 979
- config_name: asm
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1625907
num_examples: 12239
- config_name: aze
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 24623929
num_examples: 307000
- config_name: bak
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 28339
num_examples: 185
- config_name: bel
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 3395301
num_examples: 23476
- config_name: ben
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 23903697
num_examples: 106979
- config_name: bos
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 5160832
num_examples: 50300
- config_name: bre
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 27583
num_examples: 128
- config_name: bul
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 179811464
num_examples: 1426853
- config_name: cat
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 42354583
num_examples: 505138
- config_name: ceb
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2073237
num_examples: 20292
- config_name: ces
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 323621713
num_examples: 3026405
- config_name: ckb
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1383270
num_examples: 12372
- config_name: cym
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2134379
num_examples: 21521
- config_name: dan
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 486144873
num_examples: 3512676
- config_name: deu
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 2006719868
num_examples: 14460734
- config_name: div
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1540538
num_examples: 12205
- config_name: ell
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 220268305
num_examples: 1845571
- config_name: eng
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 7047493542
num_examples: 55264290
- config_name: epo
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2184450
num_examples: 23271
- config_name: est
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 29509558
num_examples: 322575
- config_name: eus
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2614163
num_examples: 24132
- config_name: fas
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 200094718
num_examples: 945123
- config_name: fin
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 192893815
num_examples: 1754586
- config_name: fra
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 1601326911
num_examples: 12840362
- config_name: fry
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2014308
num_examples: 20534
- config_name: gla
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1897864
num_examples: 18677
- config_name: gle
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2366017
num_examples: 20875
- config_name: glg
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2032702
num_examples: 17549
- config_name: gom
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1401160
num_examples: 10810
- config_name: guj
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 5681016
num_examples: 44321
- config_name: hat
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1461573
num_examples: 14845
- config_name: hbs
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 3834862
num_examples: 30712
- config_name: heb
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 184306859
num_examples: 1581622
- config_name: hin
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 325941081
num_examples: 2583369
- config_name: hrv
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 125098814
num_examples: 1339654
- config_name: hun
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 204356519
num_examples: 2024130
- config_name: hye
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 5339705
num_examples: 44771
- config_name: ilo
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1091598
num_examples: 12244
- config_name: ind
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 301002400
num_examples: 2847090
- config_name: isl
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 9236921
num_examples: 81944
- config_name: ita
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 777296075
num_examples: 6979588
- config_name: jav
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1418991
num_examples: 14232
- config_name: jpn
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 507827701
num_examples: 3573279
- config_name: kan
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 5202173
num_examples: 29618
- config_name: kat
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 23948062
num_examples: 264714
- config_name: kaz
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 10431780
num_examples: 68174
- config_name: khm
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 9261049
num_examples: 74930
- config_name: kir
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2889957
num_examples: 21803
- config_name: kor
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 298957990
num_examples: 2283513
- config_name: kur
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2049498
num_examples: 20499
- config_name: lao
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 3384550
num_examples: 21883
- config_name: lat
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1847536
num_examples: 17441
- config_name: lav
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 40856160
num_examples: 436367
- config_name: lit
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 48644668
num_examples: 490209
- config_name: ltz
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2767849
num_examples: 23777
- config_name: mal
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 3969696
num_examples: 23370
- config_name: mar
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 21281552
num_examples: 183597
- config_name: mkd
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 6630293
num_examples: 46388
- config_name: mlg
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2041457
num_examples: 20753
- config_name: mlt
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2511070
num_examples: 22481
- config_name: mon
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2807134
num_examples: 22223
- config_name: msa
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 100819002
num_examples: 1015861
- config_name: mya
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 4921919
num_examples: 27550
- config_name: nep
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 4109665
num_examples: 28414
- config_name: nld
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 1063189772
num_examples: 8468892
- config_name: nno
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1008214
num_examples: 8916
- config_name: nor
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 164709507
num_examples: 1532814
- config_name: ori
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1706847
num_examples: 12715
- config_name: pan
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 3744404
num_examples: 30604
- config_name: pol
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 615691963
num_examples: 5024279
- config_name: por
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 864533859
num_examples: 7922910
- config_name: pus
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2469162
num_examples: 20779
- config_name: que
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 148080
num_examples: 1309
- config_name: ron
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 213874059
num_examples: 2120560
- config_name: rus
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 1497071533
num_examples: 8649197
- config_name: san
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1504719
num_examples: 11218
- config_name: sin
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 3546851
num_examples: 25239
- config_name: slk
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 159465278
num_examples: 1634505
- config_name: slv
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 111966345
num_examples: 1129032
- config_name: snd
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1943642
num_examples: 16289
- config_name: som
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 394672
num_examples: 2033
- config_name: spa
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 2064499051
num_examples: 17425569
- config_name: sqi
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 6567133
num_examples: 52576
- config_name: srp
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 34453172
num_examples: 309236
- config_name: sun
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1231274
num_examples: 11798
- config_name: swa
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2908794
num_examples: 26106
- config_name: swe
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 278286210
num_examples: 2232400
- config_name: tam
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 143610072
num_examples: 1000000
- config_name: tat
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1272161
num_examples: 12212
- config_name: tel
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 31135696
num_examples: 231096
- config_name: tgk
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2278812
num_examples: 17178
- config_name: tgl
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 12496135
num_examples: 92508
- config_name: tha
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 295752526
num_examples: 1887550
- config_name: tuk
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 894519
num_examples: 10008
- config_name: tur
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 347263285
num_examples: 3216289
- config_name: uig
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 1382207
num_examples: 12239
- config_name: ukr
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 367971838
num_examples: 2591062
- config_name: urd
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 8226936
num_examples: 63468
- config_name: uzb
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 15855066
num_examples: 221899
- config_name: vie
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 295869523
num_examples: 2619225
- config_name: war
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 231836
num_examples: 1555
- config_name: yid
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 2737797
num_examples: 20928
- config_name: yor
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
splits:
- name: default
num_bytes: 52739
num_examples: 209
- config_name: zho
features:
- name: id
dtype: string
- name: origin
dtype: string
- name: url
dtype: string
- name: question
dtype: string
- name: answer
dtype: string
- name: semantic_similarity_score
dtype: float
- name: topic
dtype: string
- name: question_type
dtype: string
splits:
- name: default
num_bytes: 370265045
num_examples: 2884579
configs:
- config_name: afr
data_files:
- split: default
path: data/afr.parquet
- config_name: amh
data_files:
- split: default
path: data/amh.parquet
- config_name: ara
data_files:
- split: default
path: data/ara.parquet
- config_name: arz
data_files:
- split: default
path: data/arz.parquet
- config_name: asm
data_files:
- split: default
path: data/asm.parquet
- config_name: aze
data_files:
- split: default
path: data/aze.parquet
- config_name: bak
data_files:
- split: default
path: data/bak.parquet
- config_name: bel
data_files:
- split: default
path: data/bel.parquet
- config_name: ben
data_files:
- split: default
path: data/ben.parquet
- config_name: bos
data_files:
- split: default
path: data/bos.parquet
- config_name: bre
data_files:
- split: default
path: data/bre.parquet
- config_name: bul
data_files:
- split: default
path: data/bul.parquet
- config_name: cat
data_files:
- split: default
path: data/cat.parquet
- config_name: ceb
data_files:
- split: default
path: data/ceb.parquet
- config_name: ces
data_files:
- split: default
path: data/ces.parquet
- config_name: ckb
data_files:
- split: default
path: data/ckb.parquet
- config_name: cym
data_files:
- split: default
path: data/cym.parquet
- config_name: dan
data_files:
- split: default
path: data/dan.parquet
- config_name: deu
data_files:
- split: default
path: data/deu.parquet
- config_name: div
data_files:
- split: default
path: data/div.parquet
- config_name: ell
data_files:
- split: default
path: data/ell.parquet
- config_name: eng
data_files:
- split: default
path: data/eng.parquet
- config_name: epo
data_files:
- split: default
path: data/epo.parquet
- config_name: est
data_files:
- split: default
path: data/est.parquet
- config_name: eus
data_files:
- split: default
path: data/eus.parquet
- config_name: fas
data_files:
- split: default
path: data/fas.parquet
- config_name: fin
data_files:
- split: default
path: data/fin.parquet
- config_name: fra
data_files:
- split: default
path: data/fra.parquet
- config_name: fry
data_files:
- split: default
path: data/fry.parquet
- config_name: gla
data_files:
- split: default
path: data/gla.parquet
- config_name: gle
data_files:
- split: default
path: data/gle.parquet
- config_name: glg
data_files:
- split: default
path: data/glg.parquet
- config_name: gom
data_files:
- split: default
path: data/gom.parquet
- config_name: guj
data_files:
- split: default
path: data/guj.parquet
- config_name: hat
data_files:
- split: default
path: data/hat.parquet
- config_name: hbs
data_files:
- split: default
path: data/hbs.parquet
- config_name: heb
data_files:
- split: default
path: data/heb.parquet
- config_name: hin
data_files:
- split: default
path: data/hin.parquet
- config_name: hrv
data_files:
- split: default
path: data/hrv.parquet
- config_name: hun
data_files:
- split: default
path: data/hun.parquet
- config_name: hye
data_files:
- split: default
path: data/hye.parquet
- config_name: ilo
data_files:
- split: default
path: data/ilo.parquet
- config_name: ind
data_files:
- split: default
path: data/ind.parquet
- config_name: isl
data_files:
- split: default
path: data/isl.parquet
- config_name: ita
data_files:
- split: default
path: data/ita.parquet
- config_name: jav
data_files:
- split: default
path: data/jav.parquet
- config_name: jpn
data_files:
- split: default
path: data/jpn.parquet
- config_name: kan
data_files:
- split: default
path: data/kan.parquet
- config_name: kat
data_files:
- split: default
path: data/kat.parquet
- config_name: kaz
data_files:
- split: default
path: data/kaz.parquet
- config_name: khm
data_files:
- split: default
path: data/khm.parquet
- config_name: kir
data_files:
- split: default
path: data/kir.parquet
- config_name: kor
data_files:
- split: default
path: data/kor.parquet
- config_name: kur
data_files:
- split: default
path: data/kur.parquet
- config_name: lao
data_files:
- split: default
path: data/lao.parquet
- config_name: lat
data_files:
- split: default
path: data/lat.parquet
- config_name: lav
data_files:
- split: default
path: data/lav.parquet
- config_name: lit
data_files:
- split: default
path: data/lit.parquet
- config_name: ltz
data_files:
- split: default
path: data/ltz.parquet
- config_name: mal
data_files:
- split: default
path: data/mal.parquet
- config_name: mar
data_files:
- split: default
path: data/mar.parquet
- config_name: mkd
data_files:
- split: default
path: data/mkd.parquet
- config_name: mlg
data_files:
- split: default
path: data/mlg.parquet
- config_name: mlt
data_files:
- split: default
path: data/mlt.parquet
- config_name: mon
data_files:
- split: default
path: data/mon.parquet
- config_name: msa
data_files:
- split: default
path: data/msa.parquet
- config_name: mya
data_files:
- split: default
path: data/mya.parquet
- config_name: nep
data_files:
- split: default
path: data/nep.parquet
- config_name: nld
data_files:
- split: default
path: data/nld.parquet
- config_name: nno
data_files:
- split: default
path: data/nno.parquet
- config_name: nor
data_files:
- split: default
path: data/nor.parquet
- config_name: ori
data_files:
- split: default
path: data/ori.parquet
- config_name: pan
data_files:
- split: default
path: data/pan.parquet
- config_name: pol
data_files:
- split: default
path: data/pol.parquet
- config_name: por
data_files:
- split: default
path: data/por.parquet
- config_name: pus
data_files:
- split: default
path: data/pus.parquet
- config_name: que
data_files:
- split: default
path: data/que.parquet
- config_name: ron
data_files:
- split: default
path: data/ron.parquet
- config_name: rus
data_files:
- split: default
path: data/rus.parquet
- config_name: san
data_files:
- split: default
path: data/san.parquet
- config_name: sin
data_files:
- split: default
path: data/sin.parquet
- config_name: slk
data_files:
- split: default
path: data/slk.parquet
- config_name: slv
data_files:
- split: default
path: data/slv.parquet
- config_name: snd
data_files:
- split: default
path: data/snd.parquet
- config_name: som
data_files:
- split: default
path: data/som.parquet
- config_name: spa
data_files:
- split: default
path: data/spa.parquet
- config_name: sqi
data_files:
- split: default
path: data/sqi.parquet
- config_name: srp
data_files:
- split: default
path: data/srp.parquet
- config_name: sun
data_files:
- split: default
path: data/sun.parquet
- config_name: swa
data_files:
- split: default
path: data/swa.parquet
- config_name: swe
data_files:
- split: default
path: data/swe.parquet
- config_name: tam
data_files:
- split: default
path: data/tam.parquet
- config_name: tat
data_files:
- split: default
path: data/tat.parquet
- config_name: tel
data_files:
- split: default
path: data/tel.parquet
- config_name: tgk
data_files:
- split: default
path: data/tgk.parquet
- config_name: tgl
data_files:
- split: default
path: data/tgl.parquet
- config_name: tha
data_files:
- split: default
path: data/tha.parquet
- config_name: tuk
data_files:
- split: default
path: data/tuk.parquet
- config_name: tur
data_files:
- split: default
path: data/tur.parquet
- config_name: uig
data_files:
- split: default
path: data/uig.parquet
- config_name: ukr
data_files:
- split: default
path: data/ukr.parquet
- config_name: urd
data_files:
- split: default
path: data/urd.parquet
- config_name: uzb
data_files:
- split: default
path: data/uzb.parquet
- config_name: vie
data_files:
- split: default
path: data/vie.parquet
- config_name: war
data_files:
- split: default
path: data/war.parquet
- config_name: yid
data_files:
- split: default
path: data/yid.parquet
- config_name: yor
data_files:
- split: default
path: data/yor.parquet
- config_name: zho
data_files:
- split: default
path: data/zho.parquet
---
<h1 align="center">WebFAQ 2.0: Multilingual FAQ Q&A Dataset with Hard Negatives</h1>
<h4 align="center">
<p>
<a href=#overview>Overview</a> |
<a href=#whats-new-in-v20>What's New in v2.0</a> |
<a href=#dataset-statistics>Dataset Statistics</a> |
<a href=#structure>Structure</a> |
<a href=#bilingual-alignments>Bitext Alignments</a> |
<a href=#hard-negatives-dataset>Hard Negatives</a> |
<a href=#training-strategies>Training Strategies</a> |
<a href=#examples>Examples</a> |
<a href=#considerations>Considerations</a> |
<a href=#license>License</a> |
<a href=#citation>Citation</a> |
<a href=#contact>Contact</a>
<p>
</h4>
---
> Note:
>
> Note that the SIGIR Resource submission reports 104 languages, however, after re-uploading the WebFAQ 2.0 dataset, it now includes 108 languages in total.
> Furthermore note that for the Bilingual Datasets, we now include all those language combinations with at least 100 samples (instead of 1,000).
> This increases the number of combinations from 3,118 to 3,970. The total number of samples across all 3,970 combinations is therefore 14.3M (instead of 13.8M, as reported in the submission).
## Overview
**WebFAQ 2.0** is a large-scale multilingual dataset of **198 million natural question–answer pairs** across **108 languages**, mined from structured FAQ pages on the web.
It is the successor of the original **WebFAQ (v1)** dataset (96M QAs, 75 languages):
👉 [https://huggingface.co/datasets/PaDaS-Lab/webfaq](https://huggingface.co/datasets/PaDaS-Lab/webfaq)
WebFAQ 2.0 significantly expands multilingual coverage, bilingual QA alignments, and introduces a new **hard negatives dataset** for training dense retrieval models .
The dataset is designed for:
* 🌍 Multilingual & cross-lingual dense retrieval
* ❓ Open-domain Question Answering
* 🔎 Hard negative mining research
* 🌐 Bitext mining & multilingual embedding training
---
## What's New in v2.0
Compared to WebFAQ v1, version 2.0 introduces:
### 1️⃣ Massive Scale Increase
* **198M QA pairs** (vs. 96M in v1)
* **108 languages** (vs. 75)
* English share reduced from ~51% to ~28% → stronger multilingual balance
### 2️⃣ New Crawling Strategy
Instead of relying solely on Web Data Commons dumps, WebFAQ 2.0:
* Mines FAQPage markup directly from Common Crawl
* Crawls pages using OWLer (OpenWebSearch project)
* Extracts:
* Questions
* Answers
* Page titles
* Page descriptions
* hreflang links for multilingual alignment
This yields richer contextual metadata and improved cross-lingual coverage .
### 3️⃣ Large-Scale Bilingual Alignments (👉 [michaeldinzinger/webfaq-v2-bitexts](https://huggingface.co/datasets/michaeldinzinger/webfaq-v2-bitexts))
* **14.3 million aligned QA pairs** (vs. 1.5M in v1)
* **3,970 language combinations** (≥100 aligned samples each)
* 3,118 language pairs contain ≥1,000 and 1,282 language pairs contain ≥4,000 aligned QA pairs
This represents nearly a **10× increase** in alignment size.
### 4️⃣ Hard Negatives Dataset (👉 [IrvinTopi/WebFAQHardNegatives](https://huggingface.co/datasets/IrvinTopi/WebFAQHardNegatives))
A new dataset of:
* **1.25M queries**
* **20 languages**
* 200 mined hard negatives per query
* Cross-encoder scores included
Designed specifically for dense retriever training .
---
## Dataset Statistics
### Languages
* 108 languages with ≥1,000 samples
* More balanced distribution compared to v1
* Significant growth in non-English languages (e.g., Hindi, Ukrainian, Dutch, Portuguese, Polish)
### Topics
Topic labels are inferred using a fine-tuned XLM-RoBERTa classifier trained on GPT-5-mini annotated data (F1 ≈ 88%).
Major topic shift in v2.0:
| Topic | % |
| --------------------------------- | ---- |
| ✈️ Traveling & Hospitality | 59.2 |
| 🛒 Products & Commercial Services | 18.9 |
| ❤️ Healthcare & Lifestyle | 5.6 |
| 🎵 Entertainment | 4.7 |
| 🏦 Banking & Finance | 4.4 |
### Question Types
Questions are categorized using a multilingual extension of the Bolotova et al. taxonomy:
| Type | % |
| -------------- | ---- |
| Not-a-Question | 34.7 |
| Factoid | 33.6 |
| Experience | 11.6 |
| Instruction | 10.3 |
| Evidence-Based | 4.3 |
| Reason | 3.3 |
| Comparison | 2.2 |
| Debate | 0.1 |
Classifier F1 ≈ 88%.
---
## Structure
Each language is provided as a separate configuration:
```python
from datasets import load_dataset
dataset = load_dataset("michaeldinzinger/webfaq-v2", "eng")["default"]
print(dataset[0])
```
### Fields
* `id`: Unique identifier
* `origin`: Website origin (scheme + host)
* `url`: Source URL
* `question`: Natural-language question
* `answer`: Corresponding answer
* `title`: Webpage title (new in v2.0)
* `description`: Webpage description (new in v2.0)
* `qa_similarity_score`: Semantic similarity between question and answer
* `topic` (optional): Topic label
* `question_type` (optional): Question category
> Note: No official train/validation/test split is provided for the raw QA dataset.
---
## Bilingual Alignments
The bitext dataset is released separately:
👉 [https://huggingface.co/datasets/michaeldinzinger/webfaq-v2-bitexts](https://huggingface.co/datasets/michaeldinzinger/webfaq-v2-bitexts)
Alignment method:
* LaBSE embeddings
* Nearest-neighbor retrieval
* Similarity threshold ≥ 0.9
Results:
* 14.3M aligned QA pairs
* Strong growth in non-English language pairs
* Includes underrepresented combinations (e.g., Marathi–Telugu)
---
## Hard Negatives Dataset
Released separately:
👉 [https://huggingface.co/datasets/IrvinTopi/WebFAQHardNegatives](https://huggingface.co/datasets/IrvinTopi/WebFAQHardNegatives)
### Mining Pipeline
Two-stage approach :
1. BM25 retrieval (top 200 candidates)
2. Cross-encoder reranking using BGE-m3
Each instance contains:
```
(query, positive, pos_score, negatives[], neg_scores[])
```
Total size:
* 1.25M training samples
* 20 languages
* 200 negatives per query
---
## Training Strategies Enabled
WebFAQ 2.0 supports two main dense retrieval training paradigms:
### 🔹 Contrastive Learning
* MultipleNegativesRankingLoss (MNR)
* Random negatives
* Hard negatives (Top-k or denoised)
### 🔹 Knowledge Distillation
* MarginMSE loss
* Uses cross-encoder scores directly
* Strong improvements in non-English retrieval
Experiments show:
* Random negatives remain surprisingly strong in contrastive setups.
* Knowledge distillation improves multilingual robustness but may slightly reduce English performance .
---
## Examples
```json
{
"id": "example_id",
"origin": "https://example.com",
"url": "https://example.com/faq",
"question": "How old do I have to be to rent a car in Girona?",
"answer": "You must be at least 21 years old to rent a car in Girona.",
"title": "Car Rental FAQ – Girona",
"description": "Frequently asked questions about renting a car in Girona.",
"qa_similarity_score": 0.93,
"topic": "Traveling and Hospitality",
"question_type": "Experience"
}
```
---
## Considerations
* ⚠️ No guarantee of factual correctness
* ⚠️ Contains duplicates or near-duplicates
* ⚠️ Hard negatives may contain false negatives
* ⚠️ Language detection may be imperfect
* 📜 Derived from public web pages – respect original website terms
---
## License
[**Open Data Commons Attribution License (ODC-By)**](https://opendatacommons.org/licenses/by/)
---
## Citation
If you use WebFAQ 2.0, please cite:
```bibtex
@inproceedings{dinzinger2025webfaqv2,
title={WebFAQ 2.0: A Multilingual QA Dataset with Mined Hard Negatives for Dense Retrieval},
author={Dinzinger, Michael and Caspari, Laura and Salman, Ali and Topi, Irvin and Mitrović, Jelena and Granitzer, Michael},
year={2025}
}
```
You may also cite the original WebFAQ paper:
```bibtex
@misc{dinzinger2025webfaq,
title={WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval},
author={Michael Dinzinger and Laura Caspari and Kanishka Ghosh Dastidar and Jelena Mitrović and Michael Granitzer},
year={2025},
eprint={2502.20936},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```
---
## Contact
For inquiries:
* [michael.dinzinger@uni-passau.de](mailto:michael.dinzinger@uni-passau.de)
* HuggingFace Discussions
* GitHub: [https://github.com/padas-lab-de/webfaq](https://github.com/padas-lab-de/webfaq)
---
WebFAQ 2.0 is part of a long-term effort aligned with the [**Open Web Index**](https://openwebindex.eu/) initiative and will continue to grow as new structured FAQ data becomes available .
Happy researching! 🚀