MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation
Paper • 2504.17137 • Published
source stringclasses 5
values | query_id stringlengths 36 36 | query stringlengths 11 298 | doc_name stringlengths 3 108 | answer sequencelengths 1 131 | doc_url stringlengths 39 44 | num_doc_labels int32 1 5 | doc_pool sequence | oracle dict |
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popqa | ce40d2c4-f403-4736-ace1-7fca9c722aba | What is John Mayne's occupation? | John Mayne | [
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popqa | 647d126c-564b-46c6-a8a7-6eda23449e10 | What is Kathy Saltzman's occupation? | Kathy Saltzman | [
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popqa | e8acd86c-e651-47fa-8440-2eb759a5f5ea | What is Eleanor Davis's occupation? | Eleanor Davis | [
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popqa | 4d5a3c5c-4b7c-4633-a9f9-a39d9e885344 | What is William Murray, 1st Earl of Mansfield's occupation? | William Murray, 1st Earl of Mansfield | [
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popqa | 5bede7e0-5a07-480a-ba01-b2e7adffd4e2 | What is Þorsteinn Bachmann's occupation? | Þorsteinn Bachmann | [
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popqa | b36e15b4-74a1-433c-8a0b-ad79e29ab837 | What is Jacob Kraemer's occupation? | Jacob Kraemer | [
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popqa | 6c512c5b-f2d6-471f-8984-5672f49f6fb7 | What is Bae Geu-rin's occupation? | Bae Geu-rin | [
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popqa | da59acd0-881b-42c0-b403-4b39e44a591c | What is John Floyd's occupation? | John Floyd (Georgia politician) | [
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popqa | 8e7e3452-5510-40d9-ac52-738cb7384ec4 | What is Sachiko Kokubu's occupation? | Sachiko Kokubu | [
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"poser"
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popqa | 68c18f33-3e20-4749-88f1-bb474eb30da0 | What is Akari Hayami's occupation? | Akari Hayami | [
"actor",
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"actors",
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popqa | e9a21d20-3a8c-47ee-bae8-2682720ec526 | What is Paris's occupation? | Paris (actor under Domitian) | [
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popqa | 80a1cedb-aec4-468d-81ec-9d3ef02a8145 | What is Fairfax M. Cone's occupation? | Fairfax M. Cone | [
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popqa | d423a7eb-9ba3-4492-aec2-d47c6a5161f2 | What is Albert Bates's occupation? | Albert Bates | [
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popqa | f80d260e-da2b-4eeb-b123-4646f089d609 | What is Heath's occupation? | Heath (musician) | [
"songwriter",
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"Heath (musician)",
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"doc_chunk": "Japanese musician (1968–2023)\n, known exclusively by his stage name Heath, was a Japanese musician and singer-songwriter. He was best known as bass guitarist of the rock band X Japan from 1992 to 1997, and again ... |
popqa | 39576651-e3e0-4925-b6e4-1ca30630ee22 | What is Yoshiki Tonogai's occupation? | Yoshiki Tonogai | [
"mangaka",
"manga artist"
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... | {
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popqa | c005f888-4c96-44f4-875b-a769cbd6e20c | What is Thomas R. Whitney's occupation? | Thomas R. Whitney | [
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"polit.",
"pol"
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"doc_name": [
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"doc_chunk": "American journalist\nThomas Richard Whitney (May 2, 1807 – April 12, 1858) was a nineteenth-century politician and writer from New York. Biography. Born in New York City, New York, Whitney was the son of a silver... |
popqa | 83eab852-6fa6-4276-af14-18d778ec1190 | What is Edwin Wallock's occupation? | Edwin Wallock | [
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"actors",
"actresses"
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"Edwin Wallock",
"Edwin",
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"doc_chunk": "American actor\nEdwin Wallock (November 6, 1877 – February 4, 1951) was an American actor of the silent film era. He appeared in 60 films between 1912 and 1923. He was born in Council Bluffs, Iowa and died in Los Ang... |
popqa | 57972309-2b29-48eb-a6c3-cbdaeda41a84 | What is Tsutomu Seki's occupation? | Tsutomu Seki | [
"astronomer"
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popqa | 68d9ab39-5f61-4047-83c6-7e07bba03a83 | What is Matthew McKay's occupation? | Matthew McKay (politician) | [
"dentist",
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"dental surgeon"
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"doc_chunk": "Canadian politician\nMatthew McKay (6 October 1858 – 14 February 1937) was a Liberal party member of the House of Commons of Canada. He was born in West Gwillimbury Township, Ontario and became a dentist... |
popqa | 47335a90-c4ce-4bec-9871-a2ed211283cc | What is Dominick Bellizzi's occupation? | Dominick Bellizzi | [
"jockey"
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"Dominick Bellizzi",
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popqa | 893ae90f-e924-45eb-a57d-e03bdf1fd1c1 | What is Brendan Canty's occupation? | Brendan Canty | [
"composer",
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"musical artist"
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popqa | 0f89c580-f57e-48c8-a9ed-e6f5f8a944dd | What is María Elena Marqués's occupation? | María Elena Marqués | [
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popqa | 719d5d4b-7781-4db5-8390-f585a00eab5b | What is Patrick O'Brien Demsey's occupation? | Patrick O'Brien Demsey | [
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popqa | b9f177c7-ef88-4fa5-83e5-0f8bf4d31fd1 | What is Boutheina Jabnoun's occupation? | Boutheina Jabnoun Marai | [
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popqa | 229ce405-344e-4c96-a78d-1696fbab71c7 | What is Modou Dia's occupation? | Modou Dia | [
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"pol"
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popqa | b94bc44b-a209-4657-ba3e-7c86c2c3e1a6 | What is Glenn Albrecht's occupation? | Glenn Albrecht | [
"philosopher"
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popqa | eef5462e-ecc7-4ef4-babf-7831fc73c909 | What is Tobias Lindholm's occupation? | Tobias Lindholm | [
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popqa | 5a8d2b67-0d7f-4f54-9108-c6b8dff6434f | What is Ingrid Martinez's occupation? | Íngrid Martz | [
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popqa | ce0d1bd7-042f-4503-8ef9-3c0f04e5c433 | What is Tolis Voskopoulos's occupation? | Tolis Voskopoulos | [
"composer"
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... | {
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End of preview. Expand in Data Studio
MIRAGE dataset
MIRAGE is a benchmark dataset for evaluating Retrieval-Augmented Generation (RAG) systems, featuring 7,560 QA pairs and 37,800 context pools curated from diverse Wikipedia-based QA datasets (IfQA, NaturalQA, TriviaQA, DROP, PopQA). MIRAGE enables robust assessment of LLMs and retrievers under realistic, noisy, and oracle settings, and introduces novel metrics for analyzing context sensitivity, noise vulnerability, and retrieval effectiveness.
You can find our paper and github repository below:
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