MULTI3IR: A Benchmark for Multi-perspective Multi-domain Multi-modal Information Retrieval
Paper • 2608.30949 • Published • 10
query-id stringlengths 17 47 | corpus-id stringlengths 15 23 | score int32 1 3 |
|---|---|---|
100_fitness_life_arts | c4-00138-196035 | 1 |
100_fitness_life_arts | c4-01307-217193 | 1 |
100_fitness_life_arts | c4-01427-184792 | 1 |
100_fitness_life_arts | c4-01447-005682 | 1 |
100_fitness_life_arts | serper_6e0a43bf0028.jpg | 1 |
1012_law_life_arts | c4-00095-033305 | 1 |
1012_law_life_arts | c4-00385-156925 | 1 |
1012_law_life_arts | c4-00493-071017 | 1 |
1012_law_life_arts | c4-00884-209186 | 1 |
1012_law_life_arts | c4-00934-052217 | 1 |
1012_law_life_arts | c4-01261-208889 | 1 |
1012_law_life_arts | c4-01265-087526 | 1 |
1012_law_life_arts | c4-01392-148204 | 1 |
1012_law_life_arts | serper_d62de10e6af2.jpg | 1 |
1014_fitness_life_arts | c4-00224-176098 | 1 |
1014_fitness_life_arts | c4-00288-009218 | 1 |
1014_fitness_life_arts | c4-00433-156668 | 1 |
1014_fitness_life_arts | c4-00491-083350 | 1 |
1014_fitness_life_arts | c4-00540-014312 | 1 |
1014_fitness_life_arts | c4-00588-067805 | 1 |
1014_fitness_life_arts | c4-01383-141415 | 1 |
1014_fitness_life_arts | c4-01442-149687 | 1 |
1014_fitness_life_arts | c4-01514-184336 | 1 |
1014_fitness_life_arts | serper_66d7041abe2c.jpg | 1 |
1014_fitness_life_arts | serper_c855a91f8e3c.jpg | 1 |
1015_fitness_life_arts | c4-00166-155730 | 1 |
1015_fitness_life_arts | c4-00167-090786 | 1 |
1015_fitness_life_arts | c4-00424-135912 | 1 |
1015_fitness_life_arts | c4-00570-199419 | 1 |
1015_fitness_life_arts | c4-00784-082493 | 1 |
1015_fitness_life_arts | c4-00931-045384 | 1 |
1015_fitness_life_arts | c4-01150-128800 | 1 |
1015_fitness_life_arts | c4-01330-049094 | 1 |
1015_fitness_life_arts | c4-01409-136754 | 1 |
1015_fitness_life_arts | c4-01460-075984 | 1 |
1015_fitness_life_arts | serper_0b0638dd3e19.jpg | 1 |
1015_fitness_life_arts | serper_43cf07ab8bb5.jpg | 1 |
1015_fitness_life_arts | serper_44860409b6a4.jpg | 1 |
1015_fitness_life_arts | serper_4ac3ea71be79.jpg | 1 |
1015_fitness_life_arts | serper_9576997a9ec8.jpg | 1 |
1015_fitness_life_arts | serper_b39c695be4f1.jpg | 1 |
1015_fitness_life_arts | serper_d1f5a621def0.jpg | 1 |
1015_fitness_life_arts | serper_e5959262bd89.jpg | 1 |
1016_database_administrator_technology | c4-00163-157225 | 1 |
1016_database_administrator_technology | c4-00286-150543 | 1 |
1016_database_administrator_technology | c4-00407-124540 | 1 |
1016_database_administrator_technology | c4-00845-047718 | 1 |
1016_database_administrator_technology | c4-00912-163598 | 1 |
1016_database_administrator_technology | c4-00956-165088 | 1 |
1016_database_administrator_technology | c4-01297-046251 | 1 |
1016_database_administrator_technology | c4-01569-161199 | 1 |
1016_database_administrator_technology | c4-01569-207383 | 1 |
1016_database_administrator_technology | c4-01621-210099 | 1 |
1016_database_administrator_technology | serper_2073fb61495f.jpg | 1 |
1016_database_administrator_technology | serper_3a4c11a31865.jpg | 1 |
1016_database_administrator_technology | serper_4f9f67d18f0f.jpg | 1 |
1016_database_administrator_technology | serper_6eb9f452f662.jpg | 1 |
1016_database_administrator_technology | serper_d5a0aa2cbb0a.jpg | 1 |
1016_database_administrator_technology | serper_d6de5d819ea0.jpg | 1 |
101_workplace_professional | c4-00019-184370 | 1 |
101_workplace_professional | c4-00134-083549 | 1 |
101_workplace_professional | c4-00227-132959 | 1 |
101_workplace_professional | c4-00445-094684 | 1 |
101_workplace_professional | c4-00646-220623 | 1 |
101_workplace_professional | c4-00972-096674 | 1 |
101_workplace_professional | c4-01062-135514 | 1 |
101_workplace_professional | c4-01219-125763 | 1 |
101_workplace_professional | c4-01357-091710 | 1 |
101_workplace_professional | c4-01531-170976 | 1 |
101_workplace_professional | c4-01570-145009 | 1 |
101_workplace_professional | serper_0b80f37e6d42.jpg | 1 |
101_workplace_professional | serper_50d0627164a7.jpg | 1 |
101_workplace_professional | serper_6e74fe4eba62.jpg | 1 |
101_workplace_professional | serper_7e45734f6b09.jpg | 1 |
101_workplace_professional | serper_ba1ac28f209c.jpg | 1 |
1020_music_culture_recreation | c4-00266-108644 | 1 |
1020_music_culture_recreation | c4-00482-147752 | 1 |
1020_music_culture_recreation | c4-00552-091083 | 1 |
1020_music_culture_recreation | c4-00807-135981 | 1 |
1020_music_culture_recreation | c4-00953-003960 | 1 |
1020_music_culture_recreation | c4-01460-198889 | 1 |
1020_music_culture_recreation | c4-01624-066501 | 1 |
1020_music_culture_recreation | serper_1e02106b6c72.jpg | 1 |
1020_music_culture_recreation | serper_32fe93b284b4.jpg | 1 |
1020_music_culture_recreation | serper_b658c5bd576a.jpg | 1 |
1020_music_culture_recreation | serper_b6cff3f0628b.jpg | 1 |
1020_music_culture_recreation | serper_c2cb0c04da17.jpg | 1 |
1020_music_culture_recreation | serper_f198c2f331c5.jpg | 1 |
1020_music_culture_recreation | serper_f98189a8807a.jpg | 1 |
1021_magneto_technology | c4-00380-099232 | 1 |
1021_magneto_technology | c4-00461-170715 | 1 |
1021_magneto_technology | c4-00578-192151 | 1 |
1021_magneto_technology | c4-00635-150429 | 1 |
1021_magneto_technology | c4-01191-090340 | 1 |
1021_magneto_technology | serper_895bdf5d9eef.jpg | 1 |
1021_magneto_technology | serper_94701cd29e81.jpg | 1 |
1024_astronomy_science | c4-00490-174115 | 1 |
1024_astronomy_science | c4-00877-132961 | 1 |
1024_astronomy_science | c4-00962-199233 | 1 |
1024_astronomy_science | serper_0627b4fa5cb9.jpg | 1 |
The 1.0K test split of seokwon99/Multi3IR in the MTEB retrieval layout. Queries are open-ended Stack Exchange questions; the corpus mixes C4 passages (text, image null) and web images (image as JPEG with longest side ≤ 512, text empty).
| config | rows | columns |
|---|---|---|
corpus |
1,012,049 (631,377 text + 380,672 image) | id, text, image |
queries |
1,039 | id, text |
default (qrels) |
12,629 | query-id, corpus-id, score = number of the query's perspectives the document supports |
perspectives |
12,717 | query-id, corpus-id, perspective — gold documents per perspective, for hard coverage HC@k |
Main score: HC@10, the fraction of a query's perspectives with at least one gold document in the top 10.
@article{song2026multi3ir,
title={MULTI3IR: A Benchmark for Multi-perspective Multi-domain Multi-modal Information Retrieval},
author={Song, Seokwon and Kim, Sohyeon and Kim, Gunhee},
journal={arXiv preprint arXiv:2608.30949},
year={2026}
}