temsa/search-reranker-broad-policy-v9
Text Ranking • 0.1B • Updated • 419
Datasets:
id stringlengths 6 22 | query stringlengths 12 83 | language stringclasses 2
values | source stringclasses 1
value | domain stringclasses 1
value | query_family stringlengths 10 19 | topic_id stringlengths 3 22 | candidates listlengths 10 10 |
|---|---|---|---|---|---|---|---|
carers_current_en | what is the current carer's allowance rate? | en | govie_category_policy_v1 | gov.ie | current_state | carers_allowance | [
{
"id": "carers_service",
"text": "Title: Carer's Allowance\nCategory: Service\nPublished: 2019-07-25\nURL: https://www.gov.ie/en/department-of-social-protection/services/carers-allowance/\nSummary: Official service page with current rates, means test rules, eligibility and how to apply for Carer's Allowanc... |
carers_current_ga | cad iad rátaí reatha liúntas cúramóra? | ga | govie_category_policy_v1 | gov.ie | current_state | carers_allowance | [
{
"id": "carers_service",
"text": "Title: Liúntas Cúramóra\nCategory: Seirbhís\nURL: https://www.gov.ie/ga/an-roinn-coimirce-s%C3%B3isialai/seirbhisi/li%C3%BAntas-c%C3%BAram%C3%B3ra/\nSummary: Leathanach seirbhíse oifigiúil leis na rátaí reatha, an tástáil acmhainne agus conas iarratas a dhéanamh ar Liúntas... |
carers_form_en | download the carer's allowance application form | en | govie_category_policy_v1 | gov.ie | form_lookup | carers_allowance | [
{
"id": "carers_service",
"text": "Title: Carer's Allowance\nCategory: Service\nPublished: 2019-07-25\nURL: https://www.gov.ie/en/department-of-social-protection/services/carers-allowance/\nSummary: Official service page with current rates, means test rules, eligibility and how to apply for Carer's Allowanc... |
carers_form_ga | íoslódáil foirm iarratais liúntais cúramóra | ga | govie_category_policy_v1 | gov.ie | form_lookup | carers_allowance | [
{
"id": "carers_service",
"text": "Title: Liúntas Cúramóra — Published: 2019-07-25\nCategory: Seirbhís\nURL: https://www.gov.ie/ga/an-roinn-coimirce-s%C3%B3isialai/seirbhisi/li%C3%BAntas-c%C3%BAram%C3%B3ra/\nSummary: Leathanach seirbhíse oifigiúil leis na rátaí reatha, an tástáil acmhainne agus conas iarrat... |
carers_news_en | latest news on carer's allowance | en | govie_category_policy_v1 | gov.ie | latest_news | carers_allowance | [
{
"id": "carers_press_2025",
"text": "Title: Minister Calleary announces significant improvements to the Carer's Allowance means test — Published: 2025-07-03\nType: news\nURL: https://www.gov.ie/en/department-of-social-protection/press-releases/minister-calleary-announces-significant-improvements-to-the-car... |
carers_budget_2024_ga | cad a d'athraigh do liúntas cúramóra in 2024? | ga | govie_category_policy_v1 | gov.ie | year_specific | carers_allowance | [
{
"id": "carers_press_2024",
"text": "Title: Fógraíonn an tAire Humphreys feabhsuithe suntasacha ar thástáil acmhainne Liúntais Cúramóra\nCategory: Preasráitis\nPublished: 2024-06-12\nURL: https://www.gov.ie/ga/an-roinn-coimirce-s%C3%B3isialai/preaseisiuinti/f%C3%B3gra%C3%ADonn-an-tAire-Humphreys-feabhsuith... |
carers_speech_en | speech about half-rate carer's allowance | en | govie_category_policy_v1 | gov.ie | speech_lookup | carers_allowance | [
{
"id": "carers_speech",
"text": "Title: Minister's Speech at the announcement of the half-rate Carer's Allowance\nCategory: Speech\nPublished: 2020-01-18\nURL: https://www.gov.ie/en/department-of-social-protection/speeches/ministers-speech-at-the-announcement-of-the-half-rate-carers-allowance-to-carers-in-... |
carers_speech_ga | óráid faoin liúntas cúramóra leathráta | ga | govie_category_policy_v1 | gov.ie | speech_lookup | carers_allowance | [
{
"id": "carers_speech",
"text": "Title: Óráid an Aire ag fógairt an Liúntais Cúramóra leathráta\nCategory: Óráid\nURL: https://www.gov.ie/ga/an-roinn-coimirce-s%C3%B3isialai/oraidi/oraid-an-aire-faoin-li%C3%BAntas-c%C3%BAram%C3%B3ra-leathr%C3%A1ta/\nSummary: Téacs óráide faoin réasúnaíocht bheartais taobh ... |
taoiseach_identity_en | who is the taoiseach? | en | govie_category_policy_v1 | gov.ie | office_identity | taoiseach | [
{
"id": "taoiseach_biography",
"text": "Title: Micheál Martin — Published: 2025-01-24\nCategory: Biography\nURL: https://www.gov.ie/en/department-of-the-taoiseach/biographies/miche%C3%A1l-martin/\nSummary: Official biography page stating that Micheál Martin is the Taoiseach.",
"relevance": 1,
"kind"... |
taoiseach_identity_ga | cé hé an taoiseach? | ga | govie_category_policy_v1 | gov.ie | office_identity | taoiseach | [
{
"id": "taoiseach_biography",
"text": "Title: Micheál Martin\nCategory: Beathaisnéisí\nPublished: 2025-01-24\nURL: https://www.gov.ie/ga/roinn-an-taoisigh/beathaisneisi/miche%C3%A1l-martin/\nSummary: Leathanach beathaisnéise oifigiúil a deir gurb é Micheál Martin an Taoiseach.",
"relevance": 1,
"ki... |
taoiseach_role_en | what is the role of the taoiseach? | en | govie_category_policy_v1 | gov.ie | role_reference | taoiseach | [
{
"id": "taoiseach_role",
"text": "Title: Role of the Taoiseach\nCategory: Policy information\nPublished: 2017-12-31\nURL: https://www.gov.ie/en/department-of-the-taoiseach/policy-information/role-of-the-taoiseach/\nSummary: Reference page describing the constitutional and government role of the Taoiseach."... |
taoiseach_role_ga | cad é ról an taoisigh? | ga | govie_category_policy_v1 | gov.ie | role_reference | taoiseach | [
{
"id": "taoiseach_role",
"text": "Title: Ról an Taoisigh — Published: 2017-12-31\nCategory: Poist pholasaí\nURL: https://www.gov.ie/ga/roinn-an-taoisigh/polasai/r%C3%B3l-an-taoisigh/\nSummary: Leathanach tagartha a mhíníonn ról bunreachtúil agus rialtais an Taoisigh.",
"relevance": 1,
"kind": "poli... |
taoiseach_multiturn_ga | bhí mé ag léamh preasráiteas faoin taoiseach
cé hé an taoiseach anois? | ga | govie_category_policy_v1 | gov.ie | latest_turn_current | taoiseach | [
{
"id": "taoiseach_biography",
"text": "Title: Micheál Martin\nCategory: Beathaisnéisí\nURL: https://www.gov.ie/ga/roinn-an-taoisigh/beathaisneisi/miche%C3%A1l-martin/\nSummary: Leathanach beathaisnéise oifigiúil a deir gurb é Micheál Martin an Taoiseach.",
"relevance": 1,
"kind": "biography",
"... |
climate_latest_en | latest update on climate action plan | en | govie_category_policy_v1 | gov.ie | latest_news | climate_action | [
{
"id": "climate_press_2025",
"text": "Title: Government approves Climate Action Plan 2025\nCategory: Press release\nPublished: 2025-04-15\nURL: https://www.gov.ie/en/department-of-climate-energy-and-the-environment/press-releases/government-approves-climate-action-plan-2025/\nSummary: Press release announc... |
climate_latest_ga | an nuashonrú is déanaí ar phlean gníomhaithe ar son na haeráide | ga | govie_category_policy_v1 | gov.ie | latest_news | climate_action | [
{
"id": "climate_press_2025",
"text": "Title: Ceadaíonn an rialtas an Plean Gníomhaithe ar son na hAeráide 2025\nCategory: Preasráitis\nPublished: 2025-04-15\nURL: https://www.gov.ie/ga/an-roinn-aer%C3%A1ide-fuinnimh-agus-comhshaoil/preaseisiuinti/government-approves-climate-action-plan-2025/\nSummary: Prea... |
climate_doc_en | climate action plan 2025 document | en | govie_category_policy_v1 | gov.ie | official_document | climate_action | [
{
"id": "climate_publication_2025",
"text": "Title: Climate Action Plan 2025\nType: publication\nPublished: 2025-04-15\nURL: https://www.gov.ie/en/department-of-climate-energy-and-the-environment/publications/climate-action-plan-2025/\nSummary: Official Climate Action Plan document for 2025.",
"relevanc... |
climate_doc_ga | doiciméad phlean gníomhaithe ar son na haeráide 2025 | ga | govie_category_policy_v1 | gov.ie | official_document | climate_action | [
{
"id": "climate_publication_2025",
"text": "Title: Plean Gníomhaithe ar son na hAeráide 2025\nCategory: Foilsiú\nURL: https://www.gov.ie/ga/an-roinn-aer%C3%A1ide-fuinnimh-agus-comhshaoil/foilseachain/climate-action-plan-2025/\nSummary: Doiciméad oifigiúil an Phlean Gníomhaithe ar son na hAeráide 2025.",
... |
climate_2024_en | climate action plan 2024 | en | govie_category_policy_v1 | gov.ie | year_specific | climate_action | [
{
"id": "climate_publication_2024",
"text": "Title: Climate Action Plan 2024\nType: publication\nPublished: 2023-12-20\nURL: https://www.gov.ie/en/department-of-climate-energy-and-the-environment/publications/climate-action-plan-2024/\nSummary: Official Climate Action Plan document for 2024.",
"relevanc... |
climate_2024_ga | plean gníomhaithe ar son na haeráide 2024 | ga | govie_category_policy_v1 | gov.ie | year_specific | climate_action | [
{
"id": "climate_publication_2024",
"text": "Title: An Plean Gníomhaithe ar son na hAeráide 2024 — Published: 2023-12-20\nType: publication\nURL: https://www.gov.ie/ga/an-roinn-aer%C3%A1ide-fuinnimh-agus-comhshaoil/foilseachain/an-plean-gn%C3%ADomhaithe-ar-son-na-haer%C3%A1ide-2024/\nSummary: Doiciméad oifi... |
migration_hub_en | migration and ireland | en | govie_category_policy_v1 | gov.ie | campaign_hub | migration | [
{
"id": "migration_campaign",
"text": "Title: Migration and Ireland — Published: 2025-05-20\nType: campaign\nURL: https://www.gov.ie/en/campaigns/migration-and-ireland/\nSummary: Topic hub explaining Ireland's humanitarian response and migration context.",
"relevance": 1,
"kind": "campaign",
"ca... |
migration_hub_ga | imirce agus éire | ga | govie_category_policy_v1 | gov.ie | campaign_hub | migration | [
{
"id": "migration_campaign",
"text": "Title: Imirce agus Éire\nCategory: Feachtas\nURL: https://www.gov.ie/ga/feachtais/imirce-agus-eire/\nSummary: Mol ábhair a mhíníonn freagairt dhaonnúil na hÉireann agus comhthéacs na himirce.",
"relevance": 1,
"kind": "campaign",
"category": "Feachtas",
... |
transport_consult_en | public consultation on the second transport climate change sectoral adaptation plan | en | govie_category_policy_v1 | gov.ie | consultation | transport_consultation | [
{
"id": "transport_consultation",
"text": "Title: Public consultation on the second Transport Climate Change Sectoral Adaptation Plan (T-SAP II) — Published: 2025-06-06\nCategory: Consultation\nURL: https://www.gov.ie/en/department-of-transport/consultations/public-consultation-on-the-second-transport-clima... |
transport_submit_ga | an féidir liom aighneacht a chur isteach fós chuig an gcomhairliúchán iompair? | ga | govie_category_policy_v1 | gov.ie | consultation_status | transport_consultation | [
{
"id": "transport_consultation",
"text": "Title: Comhairliúchán poiblí ar an dara Plean Oiriúnaithe Earnálach Athraithe Aeráide Iompair\nCategory: Comhairliúchán\nPublished: 2025-06-06\nURL: https://www.gov.ie/ga/an-roinn-iompair/comhairliuchain/comhairli%C3%BAch%C3%A1n-poibl%C3%AD-ar-an-dara-plean-oiri%C3... |
transport_news_ga | fógra faoin gcomhairliúchán iompair | ga | govie_category_policy_v1 | gov.ie | latest_news | transport_consultation | [
{
"id": "transport_consultation_press",
"text": "Title: Osclaítear comhairliúchán poiblí ar bhonneagar breoslaí malartacha don iompar\nCategory: Preasráitis\nPublished: 2024-05-03\nURL: https://www.gov.ie/ga/an-roinn-iompair/preaseisiuinti/osclaitear-comhairliuchan-poibli-ar-bhreosla-iompar-eile/\nSummary: ... |
diaries_2026_ga | dialanna aireachta 2026 | ga | govie_category_policy_v1 | gov.ie | collection | ministerial_diaries | [
{
"id": "ministerial_diaries_2026",
"text": "Title: Dialanna Aireachta 2026\nCategory: Bailiúcháin\nURL: https://www.gov.ie/ga/an-roinn-caiteachais-phoibl%C3%AD-bonneagair-athch%C3%B3iri%C3%BAch%C3%A1in-seirbh%C3%ADse-poibl%C3%AD-agus-digiti%C3%BAch%C3%A1in/bailiuchain/dialanna-aireachta-2026/\nSummary: Lea... |
diaries_2025_en | ministerial diaries 2025 | en | govie_category_policy_v1 | gov.ie | collection | ministerial_diaries | [
{
"id": "ministerial_diaries_2025",
"text": "Title: Ministerial Diaries 2025\nURL: https://www.gov.ie/en/department-of-public-expenditure-infrastructure-public-service-reform-and-digitalisation/collections/ministerial-diaries-2025/\nSummary: Collection page for ministerial diary files for 2025.",
"relev... |
department_finance_en | department of finance | en | govie_category_policy_v1 | gov.ie | entity_lookup | department_finance | [
{
"id": "department_finance",
"text": "Title: Department of Finance — Published: 2018-07-19\nCategory: Department\nURL: https://www.gov.ie/en/department-of-finance/\nSummary: Official department landing page with publications, organisation details and latest updates.",
"relevance": 1,
"kind": "depar... |
hse_ga | feidhmeannacht na seirbhíse sláinte | ga | govie_category_policy_v1 | gov.ie | entity_lookup | hse | [
{
"id": "hse_agency",
"text": "Title: Feidhmeannacht na Seirbhíse Sláinte\nCategory: Aisíneacht\nURL: https://www.gov.ie/ga/feidhmeannacht-na-seirbh%C3%ADse-sl%C3%A1inte/\nSummary: Leathanach gníomhaireachta d'Fheidhmeannacht na Seirbhíse Sláinte.",
"relevance": 1,
"kind": "agency",
"category": ... |
galway_cc_ga | comhairle contae na gaillimhe | ga | govie_category_policy_v1 | gov.ie | entity_lookup | galway_cc | [
{
"id": "galway_county_council",
"text": "Title: Comhairle Contae na Gaillimhe\nCategory: Údarás Áitiúil\nURL: https://www.gov.ie/ga/comhairle-contae-na-gaillimhe/\nSummary: Leathanach údaráis áitiúil do Chomhairle Contae na Gaillimhe.",
"relevance": 1,
"kind": "local_authority",
"category": "Úd... |
school_circular_en | circular 0021/2026 school | en | govie_category_policy_v1 | gov.ie | circular_lookup | school_circular | [
{
"id": "school_circular",
"text": "Title: Circular 0021/2026 on fixed-term and part-time employment in primary schools — Published: 2026-02-26\nCategory: Circulars\nURL: https://www.gov.ie/en/department-of-education/circulars/revision-of-the-process-set-out-in-circular-00242015-which-set-out-the-implementa... |
school_circular_ga | ciorclán scoile | ga | govie_category_policy_v1 | gov.ie | circular_lookup | school_circular | [
{
"id": "school_circular",
"text": "Title: Faoi Ualach Malaí Scoile (Ciorclán PC13/05)\nURL: https://www.gov.ie/ga/an-roinn-oideachais/ciorclain/faoi-ualach-mala%C3%AD-scoile-ciorcl%C3%A1n-pc1305/\nSummary: Ciorclán oideachais a leagann amach treoracha cur chun feidhme do scoileanna.",
"relevance": 1,
... |
school_form_en | application form linked to circular 0017/2022 | en | govie_category_policy_v1 | gov.ie | form_lookup | school_form | [
{
"id": "school_form",
"text": "Title: Application for second teacher in a two teacher school allowance\nCategory: Form\nPublished: 2022-03-31\nURL: https://www.gov.ie/en/department-of-education/forms/application-for-second-teacher-in-a-two-teacher-school-allowance-in-accordance-with-circular-00172022/\nSum... |
school_form_ga | foirm a bhaineann le ciorclán 0017/2022 | ga | govie_category_policy_v1 | gov.ie | form_lookup | school_form | [
{
"id": "school_form",
"text": "Title: Iarratas ar dara mhúinteoir i scoil dhá mhúinteoir\nCategory: Foirm\nURL: https://www.gov.ie/ga/an-roinn-oideachais/foirmeacha/iarratas-ar-dara-mhuinteoir-i-scoil-dhar-mh%C3%BAinteoir/\nSummary: Leathanach foirme atá nasctha leis an gciorclán oideachais ábhartha.",
... |
policy_handbook_hub_en | policy handbook real world guide to policy development | en | govie_category_policy_v1 | gov.ie | campaign_hub | policy_handbook | [
{
"id": "policy_handbook_campaign",
"text": "Title: Policy Handbook: A real world guide to policy development\nType: campaign\nPublished: 2025-04-08\nURL: https://www.gov.ie/en/department-of-the-taoiseach/campaigns/policy-handbook-a-real-world-guide-to-policy-development/\nSummary: Campaign-style hub page f... |
End of preview. Expand in Data Studio
gov.ie Search Category Policy Reranker v1
Synthetic bilingual reranker dataset for teaching a reranker how gov.ie content categories should behave for different query intents.
It is grounded in a live review of:
https://www.gov.ie/en/https://www.gov.ie/ga/https://www.gov.ie/en/search/https://www.gov.ie/ga/cuardaigh/?q=
The central product observation is that gov.ie is task-first, not newsroom-first. The homepage search prompt is:
- English:
Search for services or information - Irish:
Cuardaigh seirbhísí nó eolas
That means the default reranking policy should usually prefer durable service/reference content over transient news content, unless the query explicitly asks for news, updates, announcements, speeches, or a specific year.
What This Dataset Covers
It teaches and evaluates these policy distinctions:
Service/Guides/Organisation informationshould beatPress release/Newsfor current-state queriesPress releaseshould behave likeNewsfor explicit update or announcement intent- newer news should be preferred when the query asks for recent updates without a specific year
- exact-year documents or news should win for year-specific queries
Biographyshould beat speeches or press releases for current office-holder identity queriesSpeechshould only be preferred for speech/remarks intentConsultationshould win participation/status queries- special case categories like
Aquaculture licenceandCoroner caseshould win case-bound queries - newline-separated chat turns should weight the latest turn more heavily
Category:andPublished:metadata are optional cues; some candidates include them and some do not
Files
data/train.jsonl,data/validation.jsonl,data/test.jsonl: grouped ranking rowsdata/train_pairs.jsonl,data/validation_pairs.jsonl,data/test_pairs.jsonl: flattened pairwise rowseval/reranker_govie_category_policy_happy_v1.jsonl: straightforward policy caseseval/reranker_govie_category_policy_sad_v1.jsonl: confusable current-state vs news/reference caseseval/reranker_govie_category_policy_redteam_v1.jsonl: adversarial multi-turn / intent-switch caseseval/reranker_govie_category_policy_all_v1.jsonl: union of validation and test rowsdata/taxonomy.json: canonical category normalization used by the datasetdata/meta.json: split counts and query-family countsbuild_reranker_govie_category_policy_dataset_v1.py: source builderanalysis/GOVIE_SEARCH_CATEGORY_POLICY_2026-03-20.md: live-site category analysis behind the dataset
Splits
- train:
43 - validation:
13 - test:
12
Query-family counts:
campaign_hub: 6case_specific: 4circular_lookup: 2collection: 4consultation: 4consultation_status: 2current_state: 4entity_lookup: 6form_lookup: 4latest_news: 10latest_turn_current: 2office_identity: 2official_document: 6organisation_reference: 2role_reference: 2speech_lookup: 4year_specific: 4
Eval-theme counts:
happy: 13redteam: 5sad: 11
Category Normalization
The live gov.ie category labels are useful, but not stable enough to serve directly as a model ontology. This dataset maps them into canonical categories and higher-level lifecycle classes:
current_referenceofficial_documentengagementtransient_commscase_specific
That abstraction is intended to help rerankers learn policy that generalizes better than memorizing raw label strings.
Intended Use
- train rerankers for gov.ie search policy behavior
- benchmark ranking policy regressions around services vs news vs speeches vs biographies
- evaluate optional metadata handling for
Category:andPublished: - study bilingual (
en/ga) search-policy behavior on Irish government content
Limitations
- synthetic and policy-targeted, not broad human-judged web relevance data
- built from a live taxonomy snapshot on
2026-03-20 - categories on the live site may evolve over time
- meant to complement, not replace, broader judged reranker sets
License And Attribution
This dataset is published under license: other because it is a derivative packaging of public Government of Ireland source material and live public-site taxonomy analysis rather than a standard open-content corpus.
Please preserve attribution to the Government of Ireland and do not imply official endorsement.
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