davanstrien/embedded-cards · Datasets at Hugging Face

shelby94/DATASET21

shelby94

2023-11-27T14:56:42Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T14:56:42Z

2023-11-27T14:55:13.000Z

2023-11-27T14:55:13

--- license: openrail ---

[ -0.12853392958641052, -0.18616779148578644, 0.6529127955436707, 0.49436280131340027, -0.19319361448287964, 0.23607419431209564, 0.36072003841400146, 0.050563063472509384, 0.579365611076355, 0.7400140762329102, -0.6508104205131531, -0.23783954977989197, -0.7102249264717102, -0.0478260256350...

null

tyzhu/squad_qa_num_v5_full_no_permute

tyzhu

2023-11-27T15:11:42Z

0

null

[ "region:us" ]

2023-11-27T15:11:42Z

2023-11-27T14:55:22.000Z

2023-11-27T14:55:22

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7515576.963687525 num_examples: 4778 - name: validation num_bytes: 343184 num_examples: 300 download_size: 1155593 dataset_size: 7858760.963687525 --- # Dataset Card for "squad_qa_num_v5_full_no_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.37553441524505615, -0.04706992954015732, 0.2852853834629059, 0.5893825888633728, -0.34661921858787537, 0.23295451700687408, 0.522402286529541, 0.08238682895898819, 0.7819520831108093, 0.6457016468048096, -1.22477388381958, -1.0196722745895386, -0.3520524203777313, 0.14014650881290436, ...

null

tyzhu/squad_qa_wrong_num_v5_full_first_permute

tyzhu

2023-11-27T15:12:13Z

0

null

[ "region:us" ]

2023-11-27T15:12:13Z

2023-11-27T14:55:49.000Z

2023-11-27T14:55:49

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7568134.963687525 num_examples: 4778 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1325370 dataset_size: 7914618.963687525 --- # Dataset Card for "squad_qa_wrong_num_v5_full_first_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.3261207640171051, -0.15129688382148743, 0.21731963753700256, 0.6423452496528625, -0.32391631603240967, 0.22547440230846405, 0.6319085955619812, 0.09958551824092865, 0.6616536974906921, 0.5010946393013, -1.2537401914596558, -0.8809095621109009, -0.5520278811454773, 0.14097259938716888, ...

null

tyzhu/squad_qa_wrong_num_v5_full_last_permute

tyzhu

2023-11-27T15:12:37Z

0

null

[ "region:us" ]

2023-11-27T15:12:37Z

2023-11-27T14:56:18.000Z

2023-11-27T14:56:18

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7568134.963687525 num_examples: 4778 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1317989 dataset_size: 7914618.963687525 --- # Dataset Card for "squad_qa_wrong_num_v5_full_last_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.27100253105163574, -0.07998324930667877, 0.3559708297252655, 0.5761505961418152, -0.2851736545562744, 0.2502516508102417, 0.5617643594741821, 0.11454884707927704, 0.6201387643814087, 0.5071664452552795, -1.167864203453064, -0.8867278695106506, -0.4283951222896576, 0.19030185043811798, ...

null

tyzhu/squad_qa_wrong_num_v5_full_no_permute

tyzhu

2023-11-27T15:13:00Z

0

null

[ "region:us" ]

2023-11-27T15:13:00Z

2023-11-27T14:56:46.000Z

2023-11-27T14:56:46

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7568134.963687525 num_examples: 4778 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1174396 dataset_size: 7914618.963687525 --- # Dataset Card for "squad_qa_wrong_num_v5_full_no_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.287409245967865, -0.14026568830013275, 0.2826114296913147, 0.6300565600395203, -0.2745164930820465, 0.25276416540145874, 0.5696094632148743, 0.08760232478380203, 0.6855336427688599, 0.5556118488311768, -1.197660207748413, -0.9001482725143433, -0.46139946579933167, 0.16826710104942322, ...

null

tyzhu/squad_qa_rare_v5_full_last_permute

tyzhu

2023-11-27T15:13:45Z

0

null

[ "region:us" ]

2023-11-27T15:13:45Z

2023-11-27T14:57:32.000Z

2023-11-27T14:57:32

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7567932.652552593 num_examples: 4778 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1313529 dataset_size: 7913258.652552593 --- # Dataset Card for "squad_qa_rare_v5_full_last_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2472720742225647, 0.010529045946896076, 0.27894675731658936, 0.4595242440700531, -0.37142759561538696, 0.1810670644044876, 0.49577686190605164, 0.03737260401248932, 0.7880194783210754, 0.5588760375976562, -1.1976311206817627, -0.9793359637260437, -0.2552952766418457, 0.0578402541577816,...

null

tyzhu/squad_qa_rare_v5_full_no_permute

tyzhu

2023-11-27T15:14:10Z

0

null

[ "region:us" ]

2023-11-27T15:14:10Z

2023-11-27T14:57:57.000Z

2023-11-27T14:57:57

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7567932.652552593 num_examples: 4778 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1169936 dataset_size: 7913258.652552593 --- # Dataset Card for "squad_qa_rare_v5_full_no_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2583960294723511, -0.06961929798126221, 0.2015766203403473, 0.5176843404769897, -0.37338730692863464, 0.16461071372032166, 0.5219960808753967, -0.004629821050912142, 0.8624871969223022, 0.6061232089996338, -1.2352008819580078, -1.0012789964675903, -0.30775439739227295, 0.044292580336332...

null

tyzhu/squad_qa_wrong_rare_v5_full_first_permute

tyzhu

2023-11-27T15:14:32Z

0

null

[ "region:us" ]

2023-11-27T15:14:32Z

2023-11-27T14:58:21.000Z

2023-11-27T14:58:21

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7639879.229800348 num_examples: 4778 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1351661 dataset_size: 7989646.229800348 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_first_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.20767545700073242, -0.16389349102973938, 0.13261450827121735, 0.6132962703704834, -0.3598659336566925, 0.15676456689834595, 0.6226596236228943, 0.027767760679125786, 0.742376446723938, 0.525248110294342, -1.2620493173599243, -0.8992366790771484, -0.48863333463668823, 0.02002399601042270...

null

tyzhu/squad_qa_wrong_rare_v5_full_last_permute

tyzhu

2023-11-27T15:14:54Z

0

null

[ "region:us" ]

2023-11-27T15:14:54Z

2023-11-27T14:58:51.000Z

2023-11-27T14:58:51

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7639879.229800348 num_examples: 4778 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1344270 dataset_size: 7989646.229800348 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_last_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.1680150181055069, -0.097978875041008, 0.2615746557712555, 0.5466094017028809, -0.3248681128025055, 0.17893214523792267, 0.5530779957771301, 0.042254429310560226, 0.7069531083106995, 0.5342698097229004, -1.1821585893630981, -0.905636191368103, -0.37182942032814026, 0.06102334335446358, ...

null

tyzhu/squad_qa_wrong_rare_v5_full_no_permute

tyzhu

2023-11-27T15:15:17Z

0

null

[ "region:us" ]

2023-11-27T15:15:17Z

2023-11-27T14:59:18.000Z

2023-11-27T14:59:18

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7639879.229800348 num_examples: 4778 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1200683 dataset_size: 7989646.229800348 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_no_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.17427214980125427, -0.165628582239151, 0.20488131046295166, 0.5877788066864014, -0.3107883334159851, 0.16928663849830627, 0.565324604511261, 0.009998461231589317, 0.7645639181137085, 0.5697546005249023, -1.210534930229187, -0.9185844659805298, -0.40651804208755493, 0.04585428535938263, ...

null

tyzhu/squad_qa_no_id_v5_full_first_permute

tyzhu

2023-11-27T15:17:18Z

0

null

[ "region:us" ]

2023-11-27T15:17:18Z

2023-11-27T15:01:38.000Z

2023-11-27T15:01:38

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7671973.074366877 num_examples: 4778 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1317836 dataset_size: 8014739.074366877 --- # Dataset Card for "squad_qa_no_id_v5_full_first_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.33494243025779724, -0.10354723036289215, 0.2962685525417328, 0.5158762335777283, -0.43462300300598145, 0.16835182905197144, 0.6820948719978333, 0.08916212618350983, 0.7226253747940063, 0.4650103747844696, -1.3692933320999146, -1.0696425437927246, -0.44814565777778625, 0.1472818553447723...

null

tyzhu/squad_qa_no_id_v5_full_last_permute

tyzhu

2023-11-27T15:17:44Z

0

null

[ "region:us" ]

2023-11-27T15:17:44Z

2023-11-27T15:02:03.000Z

2023-11-27T15:02:03

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7671973.074366877 num_examples: 4778 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1310455 dataset_size: 8014739.074366877 --- # Dataset Card for "squad_qa_no_id_v5_full_last_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2592225670814514, -0.01866769604384899, 0.4610356092453003, 0.4242735207080841, -0.37942150235176086, 0.19555789232254028, 0.6144608855247498, 0.10618944466114044, 0.6731151342391968, 0.4839007556438446, -1.272863507270813, -1.070234775543213, -0.30614787340164185, 0.20013900101184845, ...

null

tyzhu/squad_qa_no_id_v5_full_no_permute

tyzhu

2023-11-27T15:18:08Z

0

null

[ "region:us" ]

2023-11-27T15:18:08Z

2023-11-27T15:02:32.000Z

2023-11-27T15:02:32

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7671973.074366877 num_examples: 4778 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1166862 dataset_size: 8014739.074366877 --- # Dataset Card for "squad_qa_no_id_v5_full_no_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2967318296432495, -0.09167184680700302, 0.3375082015991211, 0.4822266697883606, -0.3758033215999603, 0.1793547421693802, 0.6179013252258301, 0.03529110550880432, 0.7650247812271118, 0.5274954438209534, -1.3048731088638306, -1.043210506439209, -0.35826119780540466, 0.15317915380001068, ...

null

tyzhu/squad_qa_rare_v5_full_first_permute

tyzhu

2023-11-27T15:13:22Z

0

null

[ "region:us" ]

2023-11-27T15:13:22Z

2023-11-27T15:13:12.000Z

2023-11-27T15:13:12

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 7567932.652552593 num_examples: 4778 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1406243 dataset_size: 7913258.652552593 --- # Dataset Card for "squad_qa_rare_v5_full_first_permute" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.30266231298446655, -0.06344082951545715, 0.1257462501525879, 0.54583340883255, -0.4168001711368561, 0.1622183918952942, 0.5747290849685669, 0.01964307576417923, 0.8345666527748108, 0.5419310331344604, -1.2802088260650635, -0.9804126024246216, -0.39653950929641724, 0.011913644149899483, ...

null

ByteSized/Parkside-SecurityInstruct

ByteSized

2023-11-27T15:25:15Z

0

1

null

[ "license:mit", "region:us" ]

2023-11-27T15:25:15Z

2023-11-27T15:23:54.000Z

2023-11-27T15:23:54

--- license: mit ---

[ -0.12853392958641052, -0.18616779148578644, 0.6529127955436707, 0.49436280131340027, -0.19319361448287964, 0.23607419431209564, 0.36072003841400146, 0.050563063472509384, 0.579365611076355, 0.7400140762329102, -0.6508104205131531, -0.23783954977989197, -0.7102249264717102, -0.0478260256350...

null

castorini/wura

castorini

2023-11-28T03:21:57Z

0

null

[ "task_categories:text-generation", "task_ids:language-modeling", "language:afr", "language:amh", "language:arz", "language:eng", "language:fra", "language:hau", "language:ibo", "language:kin", "language:mlg", "language:nya", "language:orm", "language:por", "language:sna", "language:som...

2023-11-28T03:21:57Z

2023-11-27T15:26:39.000Z

2023-11-27T15:26:39

--- license: apache-2.0 mutilinguality: - multilingual task_categories: - text-generation task_ids: - language-modeling language: - afr - amh - arz - eng - fra - hau - ibo - kin - mlg - nya - orm - por - sna - som - sot - swa - tir - xho - yor - zul viewer: true dataset_info: - config_name: afr features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 4549624636 num_examples: 1042812 - name: validation num_bytes: 504320368 num_examples: 115868 download_size: 5124049817 dataset_size: 5053945004 - config_name: amh features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 1115662532 num_examples: 135863 - name: validation num_bytes: 123858179 num_examples: 15095 download_size: 1248728162 dataset_size: 1239520711 - config_name: arz features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 621073489 num_examples: 1455662 - name: validation num_bytes: 69342976 num_examples: 161740 download_size: 753246622 dataset_size: 690416465 - config_name: eng features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 3795223480 num_examples: 1378555 - name: validation num_bytes: 423622310 num_examples: 153172 download_size: 4279723559 dataset_size: 4218845790 - config_name: fra features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 3340740638 num_examples: 1443177 - name: validation num_bytes: 368983958 num_examples: 160352 download_size: 3796280757 dataset_size: 3709724596 - config_name: hau features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 909342448 num_examples: 359881 - name: validation num_bytes: 101151882 num_examples: 39986 download_size: 1027800797 dataset_size: 1010494330 - config_name: ibo features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 193493918 num_examples: 51386 - name: validation num_bytes: 22265232 num_examples: 5709 download_size: 219266571 dataset_size: 215759150 - config_name: kin features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 208582172 num_examples: 97064 - name: validation num_bytes: 10662209 num_examples: 5831 download_size: 222938591 dataset_size: 219244381 - config_name: mlg features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 561868602 num_examples: 216210 - name: validation num_bytes: 62280728 num_examples: 24023 download_size: 635783521 dataset_size: 624149330 - config_name: nya features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 260737793 num_examples: 39647 - name: validation num_bytes: 29199589 num_examples: 4405 download_size: 293880333 dataset_size: 289937382 - config_name: orm features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 51725718 num_examples: 20169 - name: validation num_bytes: 5500617 num_examples: 2241 download_size: 58001407 dataset_size: 57226335 - config_name: por features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 2191644027 num_examples: 1089199 - name: validation num_bytes: 245338209 num_examples: 121022 download_size: 2498665351 dataset_size: 2436982236 - config_name: sna features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 225393219 num_examples: 60986 - name: validation num_bytes: 25595688 num_examples: 6776 download_size: 254964089 dataset_size: 250988907 - config_name: som features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 2165910731 num_examples: 976484 - name: validation num_bytes: 241175779 num_examples: 108498 download_size: 2451878912 dataset_size: 2407086510 - config_name: sot features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 199386007 num_examples: 38361 - name: validation num_bytes: 22324957 num_examples: 4262 download_size: 224556522 dataset_size: 221710964 - config_name: swa features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 3371589021 num_examples: 1036254 - name: validation num_bytes: 373326029 num_examples: 115139 download_size: 3804265021 dataset_size: 3744915050 - config_name: tir features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 32026542 num_examples: 8240 - name: validation num_bytes: 3589604 num_examples: 915 download_size: 35955368 dataset_size: 35616146 - config_name: xho features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 114450184 num_examples: 23892 - name: validation num_bytes: 13051255 num_examples: 2654 download_size: 129410950 dataset_size: 127501439 - config_name: yor features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 192473693 num_examples: 73473 - name: validation num_bytes: 21123764 num_examples: 8163 download_size: 217343993 dataset_size: 213597457 - config_name: zul features: - name: id dtype: string - name: headline dtype: string - name: content dtype: string - name: category dtype: string - name: url dtype: string splits: - name: train num_bytes: 279244495 num_examples: 65447 - name: validation num_bytes: 30487397 num_examples: 7271 download_size: 314070508 dataset_size: 309731892 --- # Dataset Summary `WURA` is a document-level dataset covering 16 African Languages and 4 high-resource languages widely spoken in Africa (English, French, Arabic and Portuguese). This dataset was created by auditing mC4 and crawling additional verified news sources. It was first used to train AfriTeVa V2. # Dataset Structure ``` >>> from datasets import load_dataset ``` Although the document-level dataset is loaded by default, you may also optionally load a passage-level dataset as follows ``` >>> data = load_dataset("castorini/wura, "yor", level="passage", verification_mode="no_checks") ``` Note that we must pass `verification_mode="no_checks` to prevent HF from verifying checksums against the document-level checksum infos. # Citation ``` @article{OladipoBQPD2023EMNLP, title = "Better Quality Pre-training Data and T5 Models for African Languages", author = "Oladipo, Akintunde and Adeyemi, Mofetoluwa and Ahia, Orevaoghene and Owodunni, Abraham and Ogundepo, Odunayo and Adelani, David and Lin, Jimmy ", booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing", publisher = "Association for Computational Linguistics", year = "2023", } ```

[ -0.4681414067745209, -0.5128148198127747, 0.0488780215382576, 0.17255423963069916, -0.16283336281776428, -0.10381009429693222, -0.2892250418663025, -0.4302607774734497, 0.042390190064907074, 0.48272019624710083, -0.5301473140716553, -0.5470459461212158, -0.4855198264122009, 0.3098812699317...

null

tyzhu/squad_qa_title_v5_full_random_permute_2

tyzhu

2023-11-27T15:27:20Z

0

null

[ "region:us" ]

2023-11-27T15:27:20Z

2023-11-27T15:27:12.000Z

2023-11-27T15:27:12

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 5088553.556198347 num_examples: 3365 - name: validation num_bytes: 353148 num_examples: 300 download_size: 1278211 dataset_size: 5441701.556198347 --- # Dataset Card for "squad_qa_title_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

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null

tyzhu/squad_qa_title_v5_full_random_permute_4

tyzhu

2023-11-27T15:27:42Z

0

null

[ "region:us" ]

2023-11-27T15:27:42Z

2023-11-27T15:27:32.000Z

2023-11-27T15:27:32

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6700601.266714082 num_examples: 4345 - name: validation num_bytes: 353148 num_examples: 300 download_size: 1364611 dataset_size: 7053749.266714082 --- # Dataset Card for "squad_qa_title_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.1912081241607666, -0.02106754295527935, 0.37456029653549194, 0.5368916988372803, -0.3216377794742584, 0.21505539119243622, 0.5363674759864807, 0.00687481090426445, 0.6892684102058411, 0.4855240285396576, -1.253981351852417, -0.9325000047683716, -0.33361756801605225, 0.23810195922851562,...

null

tyzhu/squad_qa_title_v5_full_random_permute_8

tyzhu

2023-11-27T15:28:06Z

0

null

[ "region:us" ]

2023-11-27T15:28:06Z

2023-11-27T15:27:56.000Z

2023-11-27T15:27:56

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 9977278.16852058 num_examples: 6305 - name: validation num_bytes: 353148 num_examples: 300 download_size: 1477699 dataset_size: 10330426.16852058 --- # Dataset Card for "squad_qa_title_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.18657255172729492, -0.02646789886057377, 0.3226434886455536, 0.518888533115387, -0.33639684319496155, 0.19951467216014862, 0.5108152627944946, 0.005585807375609875, 0.6964717507362366, 0.5238792896270752, -1.1836624145507812, -0.9010451436042786, -0.40068838000297546, 0.1871339082717895...

null

mesolitica/chatgpt4-malaysian-general-qa

mesolitica

2023-11-28T22:45:51Z

0

null

[ "region:us" ]

2023-11-28T22:45:51Z

2023-11-27T15:28:06.000Z

2023-11-27T15:28:06

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

tyzhu/squad_qa_wrong_title_v5_full_random_permute_2

tyzhu

2023-11-27T15:28:42Z

0

null

[ "region:us" ]

2023-11-27T15:28:42Z

2023-11-27T15:28:35.000Z

2023-11-27T15:28:35

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 5181584.9603305785 num_examples: 3365 - name: validation num_bytes: 361864 num_examples: 300 download_size: 1320331 dataset_size: 5543448.9603305785 --- # Dataset Card for "squad_qa_wrong_title_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.02270309068262577, -0.14145568013191223, 0.2786523997783661, 0.5997584462165833, -0.3418652415275574, 0.20747652649879456, 0.5429689288139343, -0.047934483736753464, 0.5843899846076965, 0.4527679681777954, -1.2461291551589966, -0.7496702671051025, -0.5601876378059387, 0.1100199297070503...

null

tyzhu/squad_qa_wrong_title_v5_full_random_permute_4

tyzhu

2023-11-27T15:29:00Z

0

null

[ "region:us" ]

2023-11-27T15:29:00Z

2023-11-27T15:28:53.000Z

2023-11-27T15:28:53

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6820467.0227596015 num_examples: 4345 - name: validation num_bytes: 361864 num_examples: 300 download_size: 1406073 dataset_size: 7182331.0227596015 --- # Dataset Card for "squad_qa_wrong_title_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.07493032515048981, -0.11175597459077835, 0.3506053686141968, 0.5873597264289856, -0.28696998953819275, 0.2524315118789673, 0.5521010160446167, -0.018032824620604515, 0.6158422231674194, 0.4666568636894226, -1.2476705312728882, -0.8157486319541931, -0.49992114305496216, 0.268074452877044...

null

tyzhu/squad_qa_wrong_title_v5_full_random_permute_8

tyzhu

2023-11-27T15:29:22Z

0

null

[ "region:us" ]

2023-11-27T15:29:22Z

2023-11-27T15:29:13.000Z

2023-11-27T15:29:13

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 10150707.748609567 num_examples: 6305 - name: validation num_bytes: 361864 num_examples: 300 download_size: 1521936 dataset_size: 10512571.748609567 --- # Dataset Card for "squad_qa_wrong_title_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.07130742818117142, -0.11139510571956635, 0.30339452624320984, 0.5698299407958984, -0.3026679456233978, 0.23888422548770905, 0.5263403654098511, -0.020138315856456757, 0.6206398606300354, 0.49790745973587036, -1.1864097118377686, -0.7860517501831055, -0.5591123700141907, 0.22074778378009...

null

tyzhu/squad_qa_num_v5_full_random_permute_1

tyzhu

2023-11-27T15:29:45Z

0

null

[ "region:us" ]

2023-11-27T15:29:45Z

2023-11-27T15:29:35.000Z

2023-11-27T15:29:35

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4171523.651079137 num_examples: 2875 - name: validation num_bytes: 343184 num_examples: 300 download_size: 1160026 dataset_size: 4514707.651079137 --- # Dataset Card for "squad_qa_num_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.30781620740890503, -0.10064325481653214, 0.23472590744495392, 0.5979411602020264, -0.37619641423225403, 0.14333251118659973, 0.513103187084198, 0.07825460284948349, 0.7896789908409119, 0.5726528763771057, -1.2750428915023804, -0.9355047345161438, -0.33560165762901306, 0.0900523141026496...

null

tyzhu/squad_qa_num_v5_full_random_permute_2

tyzhu

2023-11-27T15:30:07Z

0

null

[ "region:us" ]

2023-11-27T15:30:07Z

2023-11-27T15:29:58.000Z

2023-11-27T15:29:58

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4944264.580991736 num_examples: 3365 - name: validation num_bytes: 343184 num_examples: 300 download_size: 1252983 dataset_size: 5287448.580991736 --- # Dataset Card for "squad_qa_num_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.23087751865386963, -0.08305615931749344, 0.23771381378173828, 0.5950223207473755, -0.39011454582214355, 0.14618511497974396, 0.502960205078125, 0.001189405214972794, 0.6916933655738831, 0.5382469296455383, -1.1910364627838135, -0.826657772064209, -0.35536694526672363, 0.0235887616872787...

null

tyzhu/squad_qa_num_v5_full_random_permute_4

tyzhu

2023-11-27T15:30:29Z

0

null

[ "region:us" ]

2023-11-27T15:30:29Z

2023-11-27T15:30:20.000Z

2023-11-27T15:30:20

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6510358.253911806 num_examples: 4345 - name: validation num_bytes: 343184 num_examples: 300 download_size: 1336925 dataset_size: 6853542.253911806 --- # Dataset Card for "squad_qa_num_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2986609935760498, -0.038023099303245544, 0.3172544538974762, 0.5788735151290894, -0.3303462862968445, 0.19709479808807373, 0.5105605721473694, 0.03290348872542381, 0.731997549533844, 0.5528323650360107, -1.1965892314910889, -0.9042842388153076, -0.28257641196250916, 0.20751824975013733,...

null

tyzhu/squad_qa_num_v5_full_random_permute_8

tyzhu

2023-11-27T15:30:51Z

0

null

[ "region:us" ]

2023-11-27T15:30:51Z

2023-11-27T15:30:41.000Z

2023-11-27T15:30:41

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 9693537.739154616 num_examples: 6305 - name: validation num_bytes: 343184 num_examples: 300 download_size: 1447507 dataset_size: 10036721.739154616 --- # Dataset Card for "squad_qa_num_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.28992578387260437, -0.040707945823669434, 0.27359333634376526, 0.5576799511909485, -0.34138989448547363, 0.18316000699996948, 0.48718583583831787, 0.03295325115323067, 0.7350326180458069, 0.5913417935371399, -1.1243380308151245, -0.8734536170959473, -0.3504239022731781, 0.15987667441368...

null

tyzhu/squad_qa_wrong_num_v5_full_random_permute_1

tyzhu

2023-11-27T15:31:11Z

0

null

[ "region:us" ]

2023-11-27T15:31:11Z

2023-11-27T15:31:02.000Z

2023-11-27T15:31:02

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4203148.651079137 num_examples: 2875 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1174513 dataset_size: 4549632.651079137 --- # Dataset Card for "squad_qa_wrong_num_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.24399849772453308, -0.19474530220031738, 0.22969719767570496, 0.6325917840003967, -0.321922242641449, 0.16807344555854797, 0.5717864036560059, 0.08181869238615036, 0.7011365294456482, 0.5042580366134644, -1.2594021558761597, -0.8282567262649536, -0.4477091431617737, 0.12785127758979797,...

null

tyzhu/squad_qa_wrong_num_v5_full_random_permute_2

tyzhu

2023-11-27T15:31:32Z

0

null

[ "region:us" ]

2023-11-27T15:31:32Z

2023-11-27T15:31:23.000Z

2023-11-27T15:31:23

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4981279.580991736 num_examples: 3365 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1271441 dataset_size: 5327763.580991736 --- # Dataset Card for "squad_qa_wrong_num_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.1771770715713501, -0.18425211310386658, 0.22877094149589539, 0.6322521567344666, -0.33666038513183594, 0.17048735916614532, 0.562901496887207, 0.017757166177034378, 0.620435357093811, 0.47239571809768677, -1.186400055885315, -0.736468493938446, -0.4619608223438263, 0.06265821307897568, ...

null

tyzhu/squad_qa_wrong_num_v5_full_random_permute_4

tyzhu

2023-11-27T15:31:52Z

0

null

[ "region:us" ]

2023-11-27T15:31:52Z

2023-11-27T15:31:44.000Z

2023-11-27T15:31:44

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6558153.253911806 num_examples: 4345 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1363986 dataset_size: 6904637.253911806 --- # Dataset Card for "squad_qa_wrong_num_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.23729167878627777, -0.14598962664604187, 0.2985628545284271, 0.6200253367424011, -0.284502238035202, 0.21371415257453918, 0.5699568390846252, 0.0455353669822216, 0.6571086049079895, 0.48727601766586304, -1.1913827657699585, -0.8080062866210938, -0.3963131904602051, 0.22805292904376984, ...

null

tyzhu/squad_qa_wrong_num_v5_full_random_permute_8

tyzhu

2023-11-27T15:32:14Z

0

null

[ "region:us" ]

2023-11-27T15:32:14Z

2023-11-27T15:32:04.000Z

2023-11-27T15:32:04

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 9762892.739154616 num_examples: 6305 - name: validation num_bytes: 346484 num_examples: 300 download_size: 1473144 dataset_size: 10109376.739154616 --- # Dataset Card for "squad_qa_wrong_num_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.22665935754776, -0.14843983948230743, 0.25851336121559143, 0.5972278714179993, -0.2964293360710144, 0.20090755820274353, 0.5472311973571777, 0.0456189326941967, 0.6589616537094116, 0.5222586393356323, -1.126037359237671, -0.7791005373001099, -0.45904168486595154, 0.18161608278751373, ...

null

ArtifactAI/arxiv_nlp_intstruct

ArtifactAI

2023-11-28T01:33:23Z

0

1

null

[ "task_categories:text-generation", "task_ids:language-modeling", "task_ids:masked-language-modeling", "annotations_creators:no-annotation", "multilinguality:monolingual", "size_categories:1M<n<10M", "source_datasets:original", "language:en", "license:cc0-1.0", "region:us" ]

2023-11-28T01:33:23Z

2023-11-27T15:32:21.000Z

2023-11-27T15:32:21

--- annotations_creators: - no-annotation language: - en license: - cc0-1.0 multilinguality: - monolingual pretty_name: arxiv_nlp_intstruct size_categories: - 1M<n<10M source_datasets: - original task_categories: - text-generation task_ids: - language-modeling - masked-language-modeling --- # Dataset Card for "arxiv_nlp_intstruct" ### Dataset Summary The "ArtifactAI/arxiv_nlp_intstruct" dataset consists of question-answer pairs derived from ArXiv abstracts from the cs.CL category". Questions and answers are generated using [GPT-3.5-turbo model](https://openai.com/chatgpt) ### Languages English ## Dataset Structure ### Data Instances #### train - **Size of downloaded dataset files:** 38.4 MB An example of 'train' looks as follows. { "question": "What is the role of the light-weight cross-attention mechanism in MixEncoder?", "answer": "In the MixEncoder, the lightweight cross-attention mechanism plays a crucial role in capturing cross-modal dependencies between different modalities (such as text and image). The purpose of cross-attention is to align features from one modality with features from another modality, allowing the model to understand the correlation between them. Specifically, the lightweight cross-attention mechanism in MixEncoder enables the model to attend to relevant information in the other modality when processing a specific modality. This helps the model to exploit important semantic relationships between different modalities and improve the overall representation learning process. By incorporating cross-attention, the MixEncoder provides a way for different modalities to interact and co-adapt during training, enabling the model to effectively understand and build representations that capture the underlying relationships between text and image inputs. This boosts the performance of multimodal models in tasks such as image captioning, visual question answering, and multimodal sentiment analysis, among others." } ### Data Fields The data fields present in the dataset are as follows: - question: a string feature representing the question. - answer: a string feature representing the answer. ### Data Splits train: 36,894 question answer pairs ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data Question-answer pairs derived from [ArXiv](https://arxiv.org/) abstracts. #### Initial Data Collection and Normalization Questions and answers are generated using [GPT-3.5-turbo model](https://openai.com/chatgpt) from ArXiv abstracts from the cs.CL category". ### Annotations The dataset doesn't contain annotations. ### Personal and Sensitive Information None #### Notice policy Should you consider that our data contains material that is owned by you and should therefore not be reproduced here, please: Clearly identify yourself, with detailed contact data such as an address, telephone number or email address at which you can be contacted. Clearly identify the copyrighted work claimed to be infringed. Clearly identify the material that is claimed to be infringing and information reasonably sufficient to allow us to locate the material. And contact us at the following email address: matt at artifactai.com and datasets at huggingface.co #### Take down policy The original authors will comply to legitimate requests by removing the affected sources from the next release of the corpus. Hugging Face will also update this repository accordingly. ### Citation Information ``` @misc{arxiv_nlp_intstruct, title={arxiv_nlp_intstruct}, author={Matthew Kenney}, year={2023} } ```

[ -0.7297739386558533, -0.662658154964447, -0.12407057732343674, 0.2742932140827179, -0.2424507737159729, -0.3072187304496765, -0.1444372534751892, -0.7162482142448425, 0.3165566027164459, 0.29925718903541565, -0.4538283348083496, -0.03356153890490532, -0.5639460682868958, 0.0689388364553451...

null

tyzhu/squad_qa_rare_v5_full_random_permute_1

tyzhu

2023-11-27T15:32:41Z

0

null

[ "region:us" ]

2023-11-27T15:32:41Z

2023-11-27T15:32:28.000Z

2023-11-27T15:32:28

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4201825.944244605 num_examples: 2875 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1172281 dataset_size: 4547151.944244605 --- # Dataset Card for "squad_qa_rare_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.21329917013645172, -0.10447469353675842, 0.15259288251399994, 0.5418928861618042, -0.39589375257492065, 0.10494247078895569, 0.519065260887146, 0.012654269114136696, 0.8675234913825989, 0.557863175868988, -1.2854983806610107, -0.9220558404922485, -0.3036149740219116, 0.01776755228638649...

null

tyzhu/squad_qa_rare_v5_full_random_permute_2

tyzhu

2023-11-27T15:33:03Z

0

null

[ "region:us" ]

2023-11-27T15:33:03Z

2023-11-27T15:32:52.000Z

2023-11-27T15:32:52

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4980184.426446281 num_examples: 3365 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1275275 dataset_size: 5325510.426446281 --- # Dataset Card for "squad_qa_rare_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.14336299896240234, -0.08986073732376099, 0.15667666494846344, 0.5395255088806152, -0.40628111362457275, 0.10201405733823776, 0.5133326649665833, -0.05396394804120064, 0.7773663997650146, 0.5219900608062744, -1.2097680568695068, -0.818222165107727, -0.32206544280052185, -0.04464388638734...

null

tyzhu/squad_qa_rare_v5_full_random_permute_4

tyzhu

2023-11-27T15:33:23Z

0

null

[ "region:us" ]

2023-11-27T15:33:23Z

2023-11-27T15:33:14.000Z

2023-11-27T15:33:14

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6557664.364153627 num_examples: 4345 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1353765 dataset_size: 6902990.364153627 --- # Dataset Card for "squad_qa_rare_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.20572957396507263, -0.051244620233774185, 0.22820861637592316, 0.5248640179634094, -0.3556300103664398, 0.15254540741443634, 0.5178078413009644, -0.02542073465883732, 0.8179964423179626, 0.535569429397583, -1.2143747806549072, -0.8951152563095093, -0.2545962929725647, 0.1260420680046081...

null

tyzhu/squad_qa_rare_v5_full_random_permute_8

tyzhu

2023-11-27T15:33:50Z

0

null

[ "region:us" ]

2023-11-27T15:33:50Z

2023-11-27T15:33:38.000Z

2023-11-27T15:33:38

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 9763990.32814238 num_examples: 6305 - name: validation num_bytes: 345326 num_examples: 300 download_size: 1469044 dataset_size: 10109316.32814238 --- # Dataset Card for "squad_qa_rare_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.19959042966365814, -0.06129102036356926, 0.18970666825771332, 0.5038273930549622, -0.36920565366744995, 0.13472387194633484, 0.49429917335510254, -0.027747195214033127, 0.8236907720565796, 0.577104926109314, -1.144237756729126, -0.8640807867050171, -0.3195974826812744, 0.079269818961620...

null

tyzhu/squad_qa_wrong_rare_v5_full_random_permute_1

tyzhu

2023-11-27T15:34:15Z

0

null

[ "region:us" ]

2023-11-27T15:34:15Z

2023-11-27T15:34:03.000Z

2023-11-27T15:34:03

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4245143.817446043 num_examples: 2875 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1197821 dataset_size: 4594910.817446043 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.1445164531469345, -0.19898222386837006, 0.14960068464279175, 0.603919267654419, -0.34497639536857605, 0.11186730861663818, 0.5685151815414429, 0.021348681300878525, 0.7767962217330933, 0.5282890796661377, -1.2684767246246338, -0.8479359745979309, -0.4033479690551758, 0.02795599400997162...

null

tyzhu/squad_qa_wrong_rare_v5_full_random_permute_2

tyzhu

2023-11-27T15:34:40Z

0

null

[ "region:us" ]

2023-11-27T15:34:40Z

2023-11-27T15:34:28.000Z

2023-11-27T15:34:28

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 5030918.614876033 num_examples: 3365 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1299234 dataset_size: 5380685.614876033 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.08203442394733429, -0.18901100754737854, 0.15073156356811523, 0.6026090979576111, -0.3555079698562622, 0.10928971320390701, 0.5634931921958923, -0.03546830639243126, 0.7005754709243774, 0.4936375319957733, -1.1994718313217163, -0.7561802268028259, -0.4175490438938141, -0.032353203743696...

null

tyzhu/squad_qa_wrong_rare_v5_full_random_permute_4

tyzhu

2023-11-27T15:35:04Z

0

null

[ "region:us" ]

2023-11-27T15:35:04Z

2023-11-27T15:34:54.000Z

2023-11-27T15:34:54

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6623242.342816501 num_examples: 4345 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1386104 dataset_size: 6973009.342816501 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.1372556984424591, -0.15695197880268097, 0.21600371599197388, 0.5906779170036316, -0.3107815384864807, 0.1541314274072647, 0.5692521333694458, -0.010530153289437294, 0.7367299199104309, 0.5084371566772461, -1.2044681310653687, -0.8268147110939026, -0.3564610779285431, 0.12496497482061386...

null

tyzhu/squad_qa_wrong_rare_v5_full_random_permute_8

tyzhu

2023-11-27T15:35:26Z

0

null

[ "region:us" ]

2023-11-27T15:35:26Z

2023-11-27T15:35:16.000Z

2023-11-27T15:35:16

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: correct_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 9859283.49499444 num_examples: 6305 - name: validation num_bytes: 349767 num_examples: 300 download_size: 1499684 dataset_size: 10209050.49499444 --- # Dataset Card for "squad_qa_wrong_rare_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.1300380975008011, -0.16343924403190613, 0.17933519184589386, 0.5695597529411316, -0.32510069012641907, 0.13708451390266418, 0.5459592938423157, -0.014291997067630291, 0.7411611676216125, 0.5465375781059265, -1.1398226022720337, -0.7978646159172058, -0.41673269867897034, 0.07996063679456...

null

tyzhu/squad_qa_baseline_v5_full_random_permute_1

tyzhu

2023-11-27T15:35:46Z

0

null

[ "region:us" ]

2023-11-27T15:35:46Z

2023-11-27T15:35:37.000Z

2023-11-27T15:35:37

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 2496440.0 num_examples: 2385 - name: validation num_bytes: 335684 num_examples: 300 download_size: 667968 dataset_size: 2832124.0 --- # Dataset Card for "squad_qa_baseline_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.31262660026550293, -0.16506393253803253, 0.2584855258464813, 0.5446345806121826, -0.26709386706352234, 0.046067770570516586, 0.5242267847061157, 0.02114926464855671, 0.6782674193382263, 0.5268431305885315, -1.3360515832901, -0.9237932562828064, -0.29452836513519287, -0.02739585191011429...

null

tyzhu/squad_qa_baseline_v5_full_random_permute_2

tyzhu

2023-11-27T15:36:09Z

0

null

[ "region:us" ]

2023-11-27T15:36:09Z

2023-11-27T15:36:00.000Z

2023-11-27T15:36:00

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 2496440.0 num_examples: 2385 - name: validation num_bytes: 335684 num_examples: 300 download_size: 667968 dataset_size: 2832124.0 --- # Dataset Card for "squad_qa_baseline_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.23631134629249573, -0.14743228256702423, 0.26239949464797974, 0.5423145294189453, -0.2762086093425751, 0.04918171837925911, 0.51824551820755, -0.053841304033994675, 0.5800506472587585, 0.48966798186302185, -1.2494094371795654, -0.8118252158164978, -0.3149160146713257, -0.093292571604251...

null

tyzhu/squad_qa_baseline_v5_full_random_permute_4

tyzhu

2023-11-27T15:36:30Z

0

null

[ "region:us" ]

2023-11-27T15:36:30Z

2023-11-27T15:36:21.000Z

2023-11-27T15:36:21

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 2496440.0 num_examples: 2385 - name: validation num_bytes: 335684 num_examples: 300 download_size: 667968 dataset_size: 2832124.0 --- # Dataset Card for "squad_qa_baseline_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.3064638376235962, -0.1022116169333458, 0.34446755051612854, 0.5286652445793152, -0.21535563468933105, 0.10366472601890564, 0.5251502394676208, -0.020975729450583458, 0.6253218054771423, 0.5060216784477234, -1.2583540678024292, -0.8944945335388184, -0.2397705614566803, 0.0944117084145546...

null

tyzhu/squad_qa_baseline_v5_full_random_permute_8

tyzhu

2023-11-27T15:36:47Z

0

null

[ "region:us" ]

2023-11-27T15:36:47Z

2023-11-27T15:36:41.000Z

2023-11-27T15:36:41

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

tyzhu/squad_qa_context_v5_full_random_permute_1

tyzhu

2023-11-27T15:37:16Z

0

null

[ "region:us" ]

2023-11-27T15:37:16Z

2023-11-27T15:37:06.000Z

2023-11-27T15:37:06

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4350151.0 num_examples: 2385 - name: validation num_bytes: 570908 num_examples: 300 download_size: 1029814 dataset_size: 4921059.0 --- # Dataset Card for "squad_qa_context_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2760624587535858, -0.1930084228515625, 0.31482651829719543, 0.6274471879005432, -0.33718186616897583, -0.05161801725625992, 0.4627622365951538, -0.029048113152384758, 0.7019553780555725, 0.5067236423492432, -1.3795348405838013, -0.9019232392311096, -0.2962646484375, 0.08054288476705551,...

null

tyzhu/squad_qa_context_v5_full_random_permute_2

tyzhu

2023-11-27T15:37:36Z

0

null

[ "region:us" ]

2023-11-27T15:37:36Z

2023-11-27T15:37:27.000Z

2023-11-27T15:37:27

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4350151.0 num_examples: 2385 - name: validation num_bytes: 570908 num_examples: 300 download_size: 1029814 dataset_size: 4921059.0 --- # Dataset Card for "squad_qa_context_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.19620007276535034, -0.1718045026063919, 0.3191262185573578, 0.6241352558135986, -0.34692811965942383, -0.048335857689380646, 0.4548178017139435, -0.10534907132387161, 0.6014242768287659, 0.47164809703826904, -1.2938209772109985, -0.7884769439697266, -0.31904733180999756, 0.0129729229956...

null

tyzhu/squad_qa_context_v5_full_random_permute_4

tyzhu

2023-11-27T15:37:56Z

0

null

[ "region:us" ]

2023-11-27T15:37:56Z

2023-11-27T15:37:48.000Z

2023-11-27T15:37:48

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4350151.0 num_examples: 2385 - name: validation num_bytes: 570908 num_examples: 300 download_size: 1029814 dataset_size: 4921059.0 --- # Dataset Card for "squad_qa_context_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.2686830759048462, -0.1282968521118164, 0.40266427397727966, 0.6062096357345581, -0.2875387966632843, 0.006603994406759739, 0.46279361844062805, -0.06775980442762375, 0.646726667881012, 0.4867004454135895, -1.3034189939498901, -0.87349933385849, -0.2428722083568573, 0.19636431336402893, ...

null

tyzhu/squad_qa_context_v5_full_random_permute_8

tyzhu

2023-11-27T15:38:18Z

0

null

[ "region:us" ]

2023-11-27T15:38:18Z

2023-11-27T15:38:09.000Z

2023-11-27T15:38:09

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4350151.0 num_examples: 2385 - name: validation num_bytes: 570908 num_examples: 300 download_size: 1029814 dataset_size: 4921059.0 --- # Dataset Card for "squad_qa_context_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.25964614748954773, -0.12674656510353088, 0.348466157913208, 0.587162971496582, -0.29991140961647034, -0.006345847621560097, 0.43763652443885803, -0.06926184147596359, 0.648003876209259, 0.5240767598152161, -1.228955626487732, -0.8400061130523682, -0.3133373558521271, 0.14781175553798676...

null

tyzhu/squad_qa_no_id_v5_full_random_permute_1

tyzhu

2023-11-27T15:38:37Z

0

null

[ "region:us" ]

2023-11-27T15:38:37Z

2023-11-27T15:38:30.000Z

2023-11-27T15:38:30

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 4250679.226618705 num_examples: 2875 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1167871 dataset_size: 4593445.226618705 --- # Dataset Card for "squad_qa_no_id_v5_full_random_permute_1" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.22871720790863037, -0.15138326585292816, 0.29451799392700195, 0.5154227018356323, -0.41920605301856995, 0.10467115789651871, 0.6059492230415344, 0.06319297105073929, 0.7695424556732178, 0.4801589250564575, -1.365200161933899, -0.9956514239311218, -0.3400804400444031, 0.13204596936702728...

null

tyzhu/squad_qa_no_id_v5_full_random_permute_2

tyzhu

2023-11-27T15:38:56Z

0

null

[ "region:us" ]

2023-11-27T15:38:56Z

2023-11-27T15:38:49.000Z

2023-11-27T15:38:49

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 5042862.974380165 num_examples: 3365 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1264341 dataset_size: 5385628.974380165 --- # Dataset Card for "squad_qa_no_id_v5_full_random_permute_2" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.16456644237041473, -0.1389337033033371, 0.2989734709262848, 0.5130715370178223, -0.4338424503803253, 0.10000286996364594, 0.6026272177696228, -0.0018459944985806942, 0.6806588172912598, 0.4482733905315399, -1.2951220273971558, -0.896503210067749, -0.35371169447898865, 0.0709009841084480...

null

tyzhu/squad_qa_no_id_v5_full_random_permute_4

tyzhu

2023-11-27T15:39:21Z

0

null

[ "region:us" ]

2023-11-27T15:39:21Z

2023-11-27T15:39:11.000Z

2023-11-27T15:39:11

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 6649828.427453769 num_examples: 4345 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1347848 dataset_size: 6992594.427453769 --- # Dataset Card for "squad_qa_no_id_v5_full_random_permute_4" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.22371633350849152, -0.1007082536816597, 0.37531429529190063, 0.49946311116218567, -0.37343716621398926, 0.1514315903186798, 0.6097804307937622, 0.03049657866358757, 0.7167255282402039, 0.45749643445014954, -1.293660283088684, -0.9669991731643677, -0.28893205523490906, 0.2393110394477844...

null

tyzhu/squad_qa_no_id_v5_full_random_permute_8

tyzhu

2023-11-27T15:39:39Z

0

null

[ "region:us" ]

2023-11-27T15:39:39Z

2023-11-27T15:39:33.000Z

2023-11-27T15:39:33

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* dataset_info: features: - name: id dtype: string - name: title dtype: string - name: context dtype: string - name: question dtype: string - name: answers sequence: - name: text dtype: string - name: answer_start dtype: int32 - name: answer dtype: string - name: context_id dtype: string - name: inputs dtype: string - name: targets dtype: string splits: - name: train num_bytes: 9919664.916017797 num_examples: 6305 - name: validation num_bytes: 342766 num_examples: 300 download_size: 1460621 dataset_size: 10262430.916017797 --- # Dataset Card for "squad_qa_no_id_v5_full_random_permute_8" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.212262362241745, -0.10638435184955597, 0.3257807195186615, 0.48016318678855896, -0.3911660313606262, 0.13779419660568237, 0.5819531679153442, 0.029127052053809166, 0.7216177582740784, 0.49877801537513733, -1.2309613227844238, -0.9401513338088989, -0.35404759645462036, 0.1869952231645584...

null

fatcatmilo/KGText

fatcatmilo

2023-11-27T15:50:50Z

0

null

[ "license:mit", "region:us" ]

2023-11-27T15:50:50Z

2023-11-27T15:50:50.000Z

2023-11-27T15:50:50

--- license: mit ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

Trollator/shad

Trollator

2023-11-27T15:57:13Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T15:57:13Z

2023-11-27T15:56:41.000Z

2023-11-27T15:56:41

--- license: openrail ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

Gabriel1322/juao

Gabriel1322

2023-11-27T15:59:38Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T15:59:38Z

2023-11-27T15:58:17.000Z

2023-11-27T15:58:17

--- license: openrail ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

ami-iit/paper_Mohamed_2023_humanoids_nonlinear-ft-calibration_dataset

ami-iit

2023-11-27T16:28:32Z

0

null

[ "license:bsd-3-clause", "region:us" ]

2023-11-27T16:28:32Z

2023-11-27T16:03:11.000Z

2023-11-27T16:03:11

--- license: bsd-3-clause --- <h1 align="center"> Nonlinear In-situ Calibration of Strain-Gauge Force/Torque Sensors for Humanoid Robots </h1> <div align="center"> Hosameldin Awadalla Omer Mohamed, Gabriele Nava, Punith Reddy Vanteddu, Francesco Braghin and Daniele Pucci </div> <div align="center"> 2023 IEEE-RAS International Conference on Humanoid Robots (Humanoids) </div> <section> <h2>📂 Dataset</h2> <p> The dataset is collected from the robot <code>iRonCub-Mk3</code> performing movements to calibrated the F/T sensors mounted on the upper arms. Each folder is holds some <code>.mat</code> files containing the measurements collected from the robot's sensors with <a href="https://github.com/ami-iit/bipedal-locomotion-framework/tree/master/devices/YarpRobotLoggerDevice"><b>YarpRobotLoggerDevice</b></a>. </p> </section>

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null

sorasleep/conceptVN

sorasleep

2023-11-27T16:24:48Z

0

null

[ "region:us" ]

2023-11-27T16:24:48Z

2023-11-27T16:24:48.000Z

2023-11-27T16:24:48

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

nguyenthanhdo/ultrachat-aem-v2.1

nguyenthanhdo

2023-11-28T12:33:04Z

0

null

[ "region:us" ]

2023-11-28T12:33:04Z

2023-11-27T16:25:17.000Z

2023-11-27T16:25:17

```python from datasets import load_dataset from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained("minhbui/viettel_v3.2") def token_count(example): conv = example["data"] first_instruction = conv[0] first_response = conv[1] first_instruction_num_tokens = len(tokenizer.encode(first_instruction)) first_response_num_tokens = len(tokenizer.encode(first_response)) result = dict( first_instruction_num_tokens=first_instruction_num_tokens, first_response_num_tokens=first_response_num_tokens ) return result def get_medium_length(example): first_response_num_tokens = example["first_response_num_tokens"] flag = False if (first_response_num_tokens <= 350) and \ (first_response_num_tokens >= 100): flag = True return flag def answer_wo_a_question(example): flag = False if "?" not in example["data"][1]: flag = True return flag ultra_aem = load_dataset("nguyenthanhdo/ultrachat-aem-v2.0", split="train") ultra_aem = ultra_aem.map(token_count) ultra_aem_medium = ultra_aem.filter(get_medium_length) ultra_aem_question = ultra_aem_medium.filter(answer_wo_a_question) ultra_aem_question.push_to_hub("nguyenthanhdo/ultrachat-aem-v2.1") ```

[ -0.6715078353881836, -0.5502071976661682, -0.027041759341955185, 0.2614552676677704, -0.32887160778045654, -0.08534673601388931, -0.1677425354719162, 0.05600019544363022, 0.16354355216026306, 0.6373339295387268, -0.6364564299583435, -0.42207249999046326, -0.6929997205734253, 0.339997202157...

null

kenken6696/folio_by_ccg2lambda

kenken6696

2023-11-28T05:44:37Z

0

null

[ "task_categories:text-generation", "license:cc-by-4.0", "region:us" ]

2023-11-28T05:44:37Z

2023-11-27T17:00:57.000Z

2023-11-27T17:00:57

--- license: cc-by-4.0 task_categories: - text-generation dataset_info: features: - name: original dtype: string - name: logical_form dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 442428 num_examples: 1644 - name: valid num_bytes: 102761 num_examples: 365 download_size: 262116 dataset_size: 545189 configs: - config_name: default data_files: - split: train path: data/train-* - split: valid path: data/valid-* --- ## This dataset is being developed now.

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null

ancerlop/crowdsourced-calculator-demo

ancerlop

2023-11-27T20:41:13Z

0

null

[ "region:us" ]

2023-11-27T20:41:13Z

2023-11-27T17:05:09.000Z

2023-11-27T17:05:09

--- configs: - config_name: default data_files: - split: train path: data.csv --- # Dataset Card for Dataset Name ## Dataset Description - **Homepage:** - **Repository:** - **Paper:** - **Leaderboard:** - **Point of Contact:** ### Dataset Summary [More Information Needed] ### Supported Tasks and Leaderboards [More Information Needed] ### Languages [More Information Needed] ## Dataset Structure ### Data Instances [More Information Needed] ### Data Fields [More Information Needed] ### Data Splits [More Information Needed] ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information [More Information Needed] ### Citation Information [More Information Needed] ### Contributions [More Information Needed]

[ -0.47198691964149475, -0.4094799757003784, -0.03380846604704857, 0.3362200856208801, -0.3197465240955353, 0.21746407449245453, -0.3079157769680023, -0.2590261995792389, 0.5117815732955933, 0.7525157928466797, -0.8910995125770569, -1.199066400527954, -0.762687623500824, 0.14076702296733856,...

null

Bunocexp/lamexp

Bunocexp

2023-11-27T17:05:23Z

0

null

[ "region:us" ]

2023-11-27T17:05:23Z

2023-11-27T17:05:23.000Z

2023-11-27T17:05:23

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

aciborowska/customers-complaints-train-eval

aciborowska

2023-11-27T17:11:53Z

0

null

[ "region:us" ]

2023-11-27T17:11:53Z

2023-11-27T17:11:46.000Z

2023-11-27T17:11:46

--- dataset_info: features: - name: Date_received dtype: string - name: Product dtype: string - name: Sub_product dtype: string - name: Issue dtype: string - name: Sub_issue dtype: string - name: Consumer_complaint_narrative dtype: string - name: Company_public_response dtype: string - name: Company dtype: string - name: State dtype: string - name: ZIP_code dtype: string - name: Tags dtype: string - name: Consumer_consent_provided? dtype: string - name: Submitted_via dtype: string - name: Date_sent_to_company dtype: string - name: Company response to consumer dtype: string - name: Timely_response? dtype: string - name: Consumer_disputed? dtype: string - name: Complaint_ID dtype: int64 splits: - name: train num_bytes: 36271224 num_examples: 27000 download_size: 14216092 dataset_size: 36271224 configs: - config_name: default data_files: - split: train path: data/train-* --- # Dataset Card for "customers-complaints-train-eval" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.5765159130096436, -0.22035181522369385, 0.17496363818645477, 0.35529473423957825, 0.09249985218048096, 0.03662094473838806, 0.20004504919052124, -0.23981428146362305, 0.6937793493270874, 0.6463453769683838, -0.8395448923110962, -0.6081887483596802, -0.2286699116230011, -0.15092922747135...

null

b3x0m/Moleys-Chinese-H-novels

b3x0m

2023-11-28T12:21:44Z

0

null

[ "region:us" ]

2023-11-28T12:21:44Z

2023-11-27T17:19:10.000Z

2023-11-27T17:19:10

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

X2FD/LVIS-Instruct4V-Nodetail-mix619k

X2FD

2023-11-28T06:53:43Z

0

null

[ "arxiv:2311.07574", "region:us" ]

2023-11-28T06:53:43Z

2023-11-27T17:22:17.000Z

2023-11-27T17:22:17

# LVIS-Instruct4V-Nodetail-mix619k This is a mixture of our LVIS-Instruct4V dataset (no detail and only conversation) with the academic task related data, including ShareGPT, VQAv2, GQA, OKVQA, OCRVQA, AOKVQA, TextCaps, RefCOCO, and VG. Please refer to the Sec. 3 and pseudo-code in [our paper](https://arxiv.org/abs/2311.07574) for the clarification of ***detail*** and ***conversation*** in our dataset.

[ -0.20409414172172546, -0.7056725025177002, 0.588358998298645, -0.06992484629154205, -0.132354274392128, 0.4476630687713623, 0.1877501904964447, -0.6139741539955139, 0.7078614234924316, 0.6385768055915833, -0.8821049332618713, -0.5809046030044556, -0.4353950619697571, 0.019838200882077217, ...

null

yvonne1123/Training_Dynamics

yvonne1123

2023-11-27T17:24:30Z

0

null

[ "license:apache-2.0", "region:us" ]

2023-11-27T17:24:30Z

2023-11-27T17:24:29.000Z

2023-11-27T17:24:29

--- license: apache-2.0 ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

aciborowska/customers-complaints-eval

aciborowska

2023-11-27T17:38:31Z

0

null

[ "region:us" ]

2023-11-27T17:38:31Z

2023-11-27T17:38:13.000Z

2023-11-27T17:38:13

--- dataset_info: features: - name: Date_received dtype: string - name: Product dtype: string - name: Sub_product dtype: string - name: Issue dtype: string - name: Sub_issue dtype: string - name: Consumer_complaint_narrative dtype: string - name: Company_public_response dtype: string - name: Company dtype: string - name: State dtype: string - name: ZIP_code dtype: string - name: Tags dtype: string - name: Consumer_consent_provided? dtype: string - name: Submitted_via dtype: string - name: Date_sent_to_company dtype: string - name: Company response to consumer dtype: string - name: Timely_response? dtype: string - name: Consumer_disputed? dtype: string - name: Complaint_ID dtype: int64 splits: - name: train num_bytes: 3948222 num_examples: 3000 download_size: 1539746 dataset_size: 3948222 configs: - config_name: default data_files: - split: train path: data/train-* --- # Dataset Card for "customers-complaints-eval" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.5642564296722412, -0.3881843686103821, 0.20812037587165833, 0.2797037363052368, 0.051012761890888214, 0.11607611924409866, 0.23573626577854156, -0.34212934970855713, 0.7693511247634888, 0.7523323893547058, -0.8284388780593872, -0.7253106236457825, -0.14902302622795105, -0.08287788182497...

null

ancerlop/MistralAI

ancerlop

2023-11-28T12:54:59Z

0

null

[ "region:us" ]

2023-11-28T12:54:59Z

2023-11-27T17:40:19.000Z

2023-11-27T17:40:19

--- configs: - config_name: default data_files: - split: train path: data.csv --- # Dataset Card for Dataset Name  ## Dataset Details ### Dataset Description  - **Curated by:** [More Information Needed] - **Funded by [optional]:** [More Information Needed] - **Shared by [optional]:** [More Information Needed] - **Language(s) (NLP):** [More Information Needed] - **License:** [More Information Needed] ### Dataset Sources [optional]  - **Repository:** [More Information Needed] - **Paper [optional]:** [More Information Needed] - **Demo [optional]:** [More Information Needed] ## Uses  ### Direct Use  [More Information Needed] ### Out-of-Scope Use  [More Information Needed] ## Dataset Structure  [More Information Needed] ## Dataset Creation ### Curation Rationale  [More Information Needed] ### Source Data  #### Data Collection and Processing  [More Information Needed] #### Who are the source data producers?  [More Information Needed] ### Annotations [optional]  #### Annotation process  [More Information Needed] #### Who are the annotators?  [More Information Needed] #### Personal and Sensitive Information  [More Information Needed] ## Bias, Risks, and Limitations  [More Information Needed] ### Recommendations  Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations. ## Citation [optional]  **BibTeX:** [More Information Needed] **APA:** [More Information Needed] ## Glossary [optional]  [More Information Needed] ## More Information [optional] [More Information Needed] ## Dataset Card Authors [optional] [More Information Needed] ## Dataset Card Contact [More Information Needed]

[ -0.503662645816803, -0.5130205154418945, 0.18480272591114044, 0.20869815349578857, -0.3474426865577698, -0.05577763170003891, -0.022632520645856857, -0.627470850944519, 0.4583321809768677, 0.8103808164596558, -0.7633895874023438, -0.9683905243873596, -0.5347057580947876, 0.1252623945474624...

null

MMMU/MMMU

MMMU

2023-11-28T02:33:20Z

0

2

null

[ "task_categories:question-answering", "task_categories:visual-question-answering", "task_categories:multiple-choice", "size_categories:10K<n<100K", "language:en", "license:apache-2.0", "biology", "medical", "finance", "chemistry", "music", "art", "art_theory", "design", "business", "ac...

2023-11-28T02:33:20Z

2023-11-27T17:52:01.000Z

2023-11-27T17:52:01

--- license: apache-2.0 dataset_info: - config_name: Accounting features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 237751.0 num_examples: 5 - name: validation num_bytes: 1449221.0 num_examples: 30 - name: test num_bytes: 20059310.0 num_examples: 380 download_size: 17773646 dataset_size: 21746282.0 - config_name: Agriculture features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 4711338.0 num_examples: 5 - name: validation num_bytes: 27809203.0 num_examples: 30 - name: test num_bytes: 238665058.0 num_examples: 287 download_size: 268303526 dataset_size: 271185599.0 - config_name: Architecture_and_Engineering features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 128163.0 num_examples: 5 - name: validation num_bytes: 661745.0 num_examples: 30 - name: test num_bytes: 14103833.0 num_examples: 551 download_size: 14874497 dataset_size: 14893741.0 - config_name: Art features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 7688990.0 num_examples: 5 - name: validation num_bytes: 35350730.0 num_examples: 30 - name: test num_bytes: 269507628.0 num_examples: 231 download_size: 312113055 dataset_size: 312547348.0 - config_name: Art_Theory features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 7746511.0 num_examples: 5 - name: validation num_bytes: 38442372.0 num_examples: 30 - name: test num_bytes: 616989759.0 num_examples: 429 download_size: 490023196 dataset_size: 663178642.0 - config_name: Basic_Medical_Science features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 593890.0 num_examples: 5 - name: validation num_bytes: 2765595.0 num_examples: 30 - name: test num_bytes: 29052212.0 num_examples: 326 download_size: 32056431 dataset_size: 32411697.0 - config_name: Biology features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 607911.0 num_examples: 5 - name: validation num_bytes: 8603358.0 num_examples: 30 - name: test num_bytes: 144928090.0 num_examples: 345 download_size: 143640176 dataset_size: 154139359.0 - config_name: Chemistry features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 278493.0 num_examples: 5 - name: validation num_bytes: 1817656.0 num_examples: 30 - name: test num_bytes: 38150276.0 num_examples: 603 download_size: 35189474 dataset_size: 40246425.0 - config_name: Clinical_Medicine features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 1366486.0 num_examples: 5 - name: validation num_bytes: 5328749.0 num_examples: 30 - name: test num_bytes: 46585292.0 num_examples: 325 download_size: 51637272 dataset_size: 53280527.0 - config_name: Computer_Science features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 538134.0 num_examples: 5 - name: validation num_bytes: 3857701.0 num_examples: 30 - name: test num_bytes: 36512028.0 num_examples: 371 download_size: 28339344 dataset_size: 40907863.0 - config_name: Design features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 2178090.0 num_examples: 5 - name: validation num_bytes: 15409390.0 num_examples: 30 - name: test num_bytes: 54721281.0 num_examples: 169 download_size: 62484422 dataset_size: 72308761.0 - config_name: Diagnostics_and_Laboratory_Medicine features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 2375076.0 num_examples: 5 - name: validation num_bytes: 40769060.0 num_examples: 30 - name: test num_bytes: 172426157.0 num_examples: 162 download_size: 213874541 dataset_size: 215570293.0 - config_name: Economics features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 167080.0 num_examples: 5 - name: validation num_bytes: 1530925.0 num_examples: 30 - name: test num_bytes: 11835021.0 num_examples: 267 download_size: 10396673 dataset_size: 13533026.0 - config_name: Electronics features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 123722.0 num_examples: 5 - name: validation num_bytes: 641921.0 num_examples: 30 - name: test num_bytes: 5725102.0 num_examples: 256 download_size: 5805374 dataset_size: 6490745.0 - config_name: Energy_and_Power features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 145295.0 num_examples: 5 - name: validation num_bytes: 1898810.0 num_examples: 30 - name: test num_bytes: 16875088.0 num_examples: 432 download_size: 18819907 dataset_size: 18919193.0 - config_name: Finance features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 4000494.0 num_examples: 5 - name: validation num_bytes: 16764228.0 num_examples: 30 - name: test num_bytes: 200839595.0 num_examples: 355 download_size: 18726787 dataset_size: 221604317.0 - config_name: Geography features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 791682.0 num_examples: 5 - name: validation num_bytes: 4721622.0 num_examples: 30 - name: test num_bytes: 85334365.0 num_examples: 565 download_size: 88917239 dataset_size: 90847669.0 - config_name: History features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 1440220.0 num_examples: 5 - name: validation num_bytes: 8875559.0 num_examples: 30 - name: test num_bytes: 113383807.0 num_examples: 278 download_size: 115275522 dataset_size: 123699586.0 - config_name: Literature features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 2451159.0 num_examples: 5 - name: validation num_bytes: 14249707.0 num_examples: 30 - name: test num_bytes: 50275439.0 num_examples: 112 download_size: 66063393 dataset_size: 66976305.0 - config_name: Manage features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 354789.0 num_examples: 5 - name: validation num_bytes: 3626777.0 num_examples: 30 - name: test num_bytes: 69573635.0 num_examples: 245 download_size: 24363557 dataset_size: 73555201.0 - config_name: Marketing features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 120726.0 num_examples: 5 - name: validation num_bytes: 1586779.0 num_examples: 30 - name: test num_bytes: 7814723.0 num_examples: 181 download_size: 6688200 dataset_size: 9522228.0 - config_name: Materials features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 221159.0 num_examples: 5 - name: validation num_bytes: 1866133.0 num_examples: 30 - name: test num_bytes: 22093626.0 num_examples: 458 download_size: 23551116 dataset_size: 24180918.0 - config_name: Math features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 193031.0 num_examples: 5 - name: validation num_bytes: 1523492.0 num_examples: 30 - name: test num_bytes: 33312640.0 num_examples: 505 download_size: 32885025 dataset_size: 35029163.0 - config_name: Mechanical_Engineering features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 158258.0 num_examples: 5 - name: validation num_bytes: 787165.0 num_examples: 30 - name: test num_bytes: 13684946.0 num_examples: 429 download_size: 14449762 dataset_size: 14630369.0 - config_name: Music features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 1385692.0 num_examples: 5 - name: validation num_bytes: 8386686.0 num_examples: 30 - name: test num_bytes: 117428113.0 num_examples: 334 download_size: 82143612 dataset_size: 127200491.0 - config_name: Pharmacy features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 208357.0 num_examples: 5 - name: validation num_bytes: 1852329.0 num_examples: 30 - name: test num_bytes: 33864585.0 num_examples: 430 download_size: 32295351 dataset_size: 35925271.0 - config_name: Physics features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 245477.0 num_examples: 5 - name: validation num_bytes: 1166095.0 num_examples: 30 - name: test num_bytes: 16778906.0 num_examples: 408 download_size: 18063271 dataset_size: 18190478.0 - config_name: Psychology features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 760369.0 num_examples: 5 - name: validation num_bytes: 5428631.0 num_examples: 30 - name: test num_bytes: 64122569.0 num_examples: 305 download_size: 55870094 dataset_size: 70311569.0 - config_name: Public_Health features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 273180.0 num_examples: 5 - name: validation num_bytes: 1482883.0 num_examples: 30 - name: test num_bytes: 34172226.0 num_examples: 509 download_size: 24756600 dataset_size: 35928289.0 - config_name: Sociology features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 4199427.0 num_examples: 5 - name: validation num_bytes: 18808542.0 num_examples: 30 - name: test num_bytes: 134745740.0 num_examples: 252 download_size: 149775795 dataset_size: 157753709.0 configs: - config_name: Accounting data_files: - split: dev path: Accounting/dev-* - split: validation path: Accounting/validation-* - split: test path: Accounting/test-* - config_name: Agriculture data_files: - split: dev path: Agriculture/dev-* - split: validation path: Agriculture/validation-* - split: test path: Agriculture/test-* - config_name: Architecture_and_Engineering data_files: - split: dev path: Architecture_and_Engineering/dev-* - split: validation path: Architecture_and_Engineering/validation-* - split: test path: Architecture_and_Engineering/test-* - config_name: Art data_files: - split: dev path: Art/dev-* - split: validation path: Art/validation-* - split: test path: Art/test-* - config_name: Art_Theory data_files: - split: dev path: Art_Theory/dev-* - split: validation path: Art_Theory/validation-* - split: test path: Art_Theory/test-* - config_name: Basic_Medical_Science data_files: - split: dev path: Basic_Medical_Science/dev-* - split: validation path: Basic_Medical_Science/validation-* - split: test path: Basic_Medical_Science/test-* - config_name: Biology data_files: - split: dev path: Biology/dev-* - split: validation path: Biology/validation-* - split: test path: Biology/test-* - config_name: Chemistry data_files: - split: dev path: Chemistry/dev-* - split: validation path: Chemistry/validation-* - split: test path: Chemistry/test-* - config_name: Clinical_Medicine data_files: - split: dev path: Clinical_Medicine/dev-* - split: validation path: Clinical_Medicine/validation-* - split: test path: Clinical_Medicine/test-* - config_name: Computer_Science data_files: - split: dev path: Computer_Science/dev-* - split: validation path: Computer_Science/validation-* - split: test path: Computer_Science/test-* - config_name: Design data_files: - split: dev path: Design/dev-* - split: validation path: Design/validation-* - split: test path: Design/test-* - config_name: Diagnostics_and_Laboratory_Medicine data_files: - split: dev path: Diagnostics_and_Laboratory_Medicine/dev-* - split: validation path: Diagnostics_and_Laboratory_Medicine/validation-* - split: test path: Diagnostics_and_Laboratory_Medicine/test-* - config_name: Economics data_files: - split: dev path: Economics/dev-* - split: validation path: Economics/validation-* - split: test path: Economics/test-* - config_name: Electronics data_files: - split: dev path: Electronics/dev-* - split: validation path: Electronics/validation-* - split: test path: Electronics/test-* - config_name: Energy_and_Power data_files: - split: dev path: Energy_and_Power/dev-* - split: validation path: Energy_and_Power/validation-* - split: test path: Energy_and_Power/test-* - config_name: Finance data_files: - split: dev path: Finance/dev-* - split: validation path: Finance/validation-* - split: test path: Finance/test-* - config_name: Geography data_files: - split: dev path: Geography/dev-* - split: validation path: Geography/validation-* - split: test path: Geography/test-* - config_name: History data_files: - split: dev path: History/dev-* - split: validation path: History/validation-* - split: test path: History/test-* - config_name: Literature data_files: - split: dev path: Literature/dev-* - split: validation path: Literature/validation-* - split: test path: Literature/test-* - config_name: Manage data_files: - split: dev path: Manage/dev-* - split: validation path: Manage/validation-* - split: test path: Manage/test-* - config_name: Marketing data_files: - split: dev path: Marketing/dev-* - split: validation path: Marketing/validation-* - split: test path: Marketing/test-* - config_name: Materials data_files: - split: dev path: Materials/dev-* - split: validation path: Materials/validation-* - split: test path: Materials/test-* - config_name: Math data_files: - split: dev path: Math/dev-* - split: validation path: Math/validation-* - split: test path: Math/test-* - config_name: Mechanical_Engineering data_files: - split: dev path: Mechanical_Engineering/dev-* - split: validation path: Mechanical_Engineering/validation-* - split: test path: Mechanical_Engineering/test-* - config_name: Music data_files: - split: dev path: Music/dev-* - split: validation path: Music/validation-* - split: test path: Music/test-* - config_name: Pharmacy data_files: - split: dev path: Pharmacy/dev-* - split: validation path: Pharmacy/validation-* - split: test path: Pharmacy/test-* - config_name: Physics data_files: - split: dev path: Physics/dev-* - split: validation path: Physics/validation-* - split: test path: Physics/test-* - config_name: Psychology data_files: - split: dev path: Psychology/dev-* - split: validation path: Psychology/validation-* - split: test path: Psychology/test-* - config_name: Public_Health data_files: - split: dev path: Public_Health/dev-* - split: validation path: Public_Health/validation-* - split: test path: Public_Health/test-* - config_name: Sociology data_files: - split: dev path: Sociology/dev-* - split: validation path: Sociology/validation-* - split: test path: Sociology/test-* language: - en size_categories: - 10K<n<100K task_categories: - question-answering - visual-question-answering - multiple-choice tags: - biology - medical - finance - chemistry - music - art - art_theory - design - music - business - accounting - economics - finance - manage - marketing - health - medicine - basic_medical_science - clinical - pharmacy - public_health - humanities - social_science - history - literature - sociology - psychology - science - biology - chemistry - geography - math - physics - engineering - agriculture - architecture - computer_science - electronics - energy_and_power - materials - mechanical_engineering pretty_name: mmmu --- # MMMU (A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI) [**🤗 Dataset**](https://arxiv.org/abs/XX) | [**📖 Paper**](https://arxiv.org/abs/XX) | [**GitHub**](https://github.com/MMMU-Benchmark/MMMU) | [**🌐 Homepage**](https://mmmu-benchmark.github.io/) ## Dataset Details ### Dataset Description We introduce MMMU: a new benchmark designed to evaluate multimodal models on massive multi-discipline tasks demanding college-level subject knowledge and deliberate reasoning. MMMU includes **11.5K meticulously collected multimodal questions** from college exams, quizzes, and textbooks, covering six core disciplines: Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech & Engineering. These questions span **30 subjects** and **183 subfields**, comprising **30 highly heterogeneous image types**, such as charts, diagrams, maps, tables, music sheets, and chemical structures. We believe MMMU will stimulate the community to build next-generation multimodal foundation models towards expert artificial general intelligence (AGI). 🎯 **We have released a full set comprising 150 development samples and 900 validation samples. We have released 10,500 test questions without their answers.** The development set is used for few-shot/in-context learning, and the validation set is used for debugging models, selecting hyperparameters, or quick evaluations. The answers and explanations for the test set questions are withheld. To submit your model's predictions for the **test set**, please [contact](#Contact) us. An automated submission system and leaderboard are upcoming. Stay tuned! ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6230d750d93e84e233882dbc/2Ulh9yznm1dvISV4xJ_Ok.png) ### Dataset Creation MMMU was created to challenge multimodal models with tasks that demand college-level subject knowledge and deliberate reasoning, pushing the boundaries of what these models can achieve in terms of expert-level perception and reasoning. The data for the MMMU dataset was manually collected by a team of college students from various disciplines, using online sources, textbooks, and lecture materials. - **Content:** The dataset contains 11.5K college-level problems across six broad disciplines (Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, Tech & Engineering) and 30 college subjects. - **Image Types:** The dataset includes 30 highly heterogeneous image types, such as charts, diagrams, maps, tables, music sheets, and chemical structures, interleaved with text. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6230d750d93e84e233882dbc/Mbf8O5lEH8I8czprch0AG.png) ## 🏆 Mini-Leaderboard We show a mini-leaderboard here and please find more information in our paper or [**homepage**](https://mmmu-benchmark.github.io/). | Model | Val (900) | Test (10.5K) | |----------------------------|:---------:|:------------:| | GPT-4V(ision) (Playground) | **56.8** | **55.7** | | BLIP-2 FLAN-T5-XXL | 35.4 | 34.0 | | InstructBLIP-T5-XXL | 35.7 | 33.8 | | LLaVA-1.5-13B | 36.4 | 33.6 | | Qwen-VL-7B | 35.9 | 32.9 | | BLIP-2 FLAN-T5-XL | 34.4 | 31.0 | | InstructBLIP-T5-XL | 32.9 | 30.6 | | CogVLM | 32.1 | 30.1 | | Otter | 32.2 | 29.1 | | LLaMA-Adapter2-7B | 29.8 | 27.7 | | MiniGPT4-Vicuna-13B | 26.8 | 27.6 | | Fuyu-8B | 27.9 | 27.4 | | mPLUG-OWL2 | 28.0 | 26.8 | | Kosmos2 | 24.4 | 26.6 | | OpenFlamingo2-9B | 28.7 | 26.3 | | Frequent Choice | 22.1 | 23.9 | | Random Choice | 26.8 | 25.8 | ## Limitations Despite its comprehensive nature, MMMU, like any benchmark, is not without limitations. The manual curation process, albeit thorough, may carry biases. And the focus on college-level subjects might not fully be a sufficient test for Expert AGI. However, we believe it should be necessary for an Expert AGI to achieve strong performance on MMMU to demonstrate their broad and deep subject knowledge as well as expert-level understanding and reasoning capabilities. In future work, we plan to incorporate human evaluations into MMMU. This will provide a more grounded comparison between model capabilities and expert performance, shedding light on the proximity of current AI systems to achieving Expert AGI. ## Disclaimers The guidelines for the annotators emphasized strict compliance with copyright and licensing rules from the initial data source, specifically avoiding materials from websites that forbid copying and redistribution. Should you encounter any data samples potentially breaching the copyright or licensing regulations of any site, we encourage you to notify us. Upon verification, such samples will be promptly removed. ## Contact - Xiang Yue: xiangyue@in.ai - Yu Su: su.809@osu.edu - Wenhu Chen: wenhuchen@uwaterloo.ca ## Citation **BibTeX:** ```bibtex @article{yue2023mmmu, title={MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI}, author={Yue, Xiang and Ni, Yuansheng and Zhang, Kai and Zheng, Tianyu and Liu, Ruoqi and Zhang, Ge and Jiang, Dongfu and Ren, Weiming and Yang, Zhenzhu and Sun, Renliang and Zheng, Boyuan and Stevens, Samuel and Yuan, Ruibin and Yu, Botao and Sun, Yuxuan and Liu, Yibo and Wei, Cong and Yin, Ming and Huang, Wenhao and Sun, Huan and Su, Yu and Chen, Wenhu}, journal={arXiv preprint Link}, year={2023}, }

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null

JamesSand/processed_demo

JamesSand

2023-11-27T18:01:58Z

0

null

[ "region:us" ]

2023-11-27T18:01:58Z

2023-11-27T18:01:37.000Z

2023-11-27T18:01:37

--- configs: - config_name: default data_files: - split: train path: data/train-* - split: test path: data/test-* dataset_info: features: - name: id dtype: string - name: package_name dtype: string - name: review dtype: string - name: date dtype: string - name: star dtype: int64 - name: version_id dtype: int64 splits: - name: train num_bytes: 1508 num_examples: 5 - name: test num_bytes: 956 num_examples: 5 download_size: 9453 dataset_size: 2464 --- # Dataset Card for "processed_demo" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

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null

kdawoud91/samsum_preprocessed

kdawoud91

2023-11-27T18:04:01Z

0

null

[ "region:us" ]

2023-11-27T18:04:01Z

2023-11-27T18:01:45.000Z

2023-11-27T18:01:45

Entry not found

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null

RaafZ/MCKEVINIAV1

RaafZ

2023-11-27T18:07:04Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T18:07:04Z

2023-11-27T18:06:07.000Z

2023-11-27T18:06:07

--- license: openrail ---

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null

BoooomNing/CNetImg2Img-samples

BoooomNing

2023-11-27T18:08:16Z

0

null

[ "region:us" ]

2023-11-27T18:08:16Z

2023-11-27T18:07:09.000Z

2023-11-27T18:07:09

--- dataset_info: features: - name: id dtype: int32 - name: input_image dtype: image - name: edit_pose dtype: image - name: edited_image dtype: image splits: - name: train num_bytes: 1120309063.154 num_examples: 6569 download_size: 1113582251 dataset_size: 1120309063.154 configs: - config_name: default data_files: - split: train path: data/train-* ---

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null

RIW/butterfly_wm_100

RIW

2023-11-27T18:21:20Z

0

null

[ "region:us" ]

2023-11-27T18:21:20Z

2023-11-27T18:21:05.000Z

2023-11-27T18:21:05

--- dataset_info: features: - name: image dtype: image splits: - name: train num_bytes: 275312249.0 num_examples: 973 download_size: 275334504 dataset_size: 275312249.0 configs: - config_name: default data_files: - split: train path: data/train-* ---

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null

susnato/stock_images

susnato

2023-11-27T19:27:13Z

0

null

[ "region:us" ]

2023-11-27T19:27:13Z

2023-11-27T18:23:12.000Z

2023-11-27T18:23:12

Entry not found

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null

turkish-nlp-suite/Perdearkasi-Yorumlar

turkish-nlp-suite

2023-11-27T18:26:06Z

0

null

[ "region:us" ]

2023-11-27T18:26:06Z

2023-11-27T18:26:06.000Z

2023-11-27T18:26:06

Entry not found

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null

BangumiBase/thedangersinmyheart

BangumiBase

2023-11-27T19:43:47Z

0

null

[ "size_categories:1K<n<10K", "license:mit", "art", "region:us" ]

2023-11-27T19:43:47Z

2023-11-27T18:42:31.000Z

2023-11-27T18:42:31

--- license: mit tags: - art size_categories: - 1K<n<10K --- # Bangumi Image Base of The Dangers In My Heart This is the image base of bangumi The Dangers in My Heart, we detected 18 characters, 1703 images in total. The full dataset is [here](all.zip). **Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual.** If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability). Here is the characters' preview: | # | Images | Download | Preview 1 | Preview 2 | Preview 3 | Preview 4 | Preview 5 | Preview 6 | Preview 7 | Preview 8 | |:------|---------:|:---------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------| | 0 | 561 | [Download](0/dataset.zip) | ![preview 1](0/preview_1.png) | ![preview 2](0/preview_2.png) | ![preview 3](0/preview_3.png) | ![preview 4](0/preview_4.png) | ![preview 5](0/preview_5.png) | ![preview 6](0/preview_6.png) | ![preview 7](0/preview_7.png) | ![preview 8](0/preview_8.png) | | 1 | 83 | [Download](1/dataset.zip) | ![preview 1](1/preview_1.png) | ![preview 2](1/preview_2.png) | ![preview 3](1/preview_3.png) | ![preview 4](1/preview_4.png) | ![preview 5](1/preview_5.png) | ![preview 6](1/preview_6.png) | ![preview 7](1/preview_7.png) | ![preview 8](1/preview_8.png) | | 2 | 78 | [Download](2/dataset.zip) | ![preview 1](2/preview_1.png) | ![preview 2](2/preview_2.png) | ![preview 3](2/preview_3.png) | ![preview 4](2/preview_4.png) | ![preview 5](2/preview_5.png) | ![preview 6](2/preview_6.png) | ![preview 7](2/preview_7.png) | ![preview 8](2/preview_8.png) | | 3 | 44 | [Download](3/dataset.zip) | ![preview 1](3/preview_1.png) | ![preview 2](3/preview_2.png) | ![preview 3](3/preview_3.png) | ![preview 4](3/preview_4.png) | ![preview 5](3/preview_5.png) | ![preview 6](3/preview_6.png) | ![preview 7](3/preview_7.png) | ![preview 8](3/preview_8.png) | | 4 | 27 | [Download](4/dataset.zip) | ![preview 1](4/preview_1.png) | ![preview 2](4/preview_2.png) | ![preview 3](4/preview_3.png) | ![preview 4](4/preview_4.png) | ![preview 5](4/preview_5.png) | ![preview 6](4/preview_6.png) | ![preview 7](4/preview_7.png) | ![preview 8](4/preview_8.png) | | 5 | 33 | [Download](5/dataset.zip) | ![preview 1](5/preview_1.png) | ![preview 2](5/preview_2.png) | ![preview 3](5/preview_3.png) | ![preview 4](5/preview_4.png) | ![preview 5](5/preview_5.png) | ![preview 6](5/preview_6.png) | ![preview 7](5/preview_7.png) | ![preview 8](5/preview_8.png) | | 6 | 70 | [Download](6/dataset.zip) | ![preview 1](6/preview_1.png) | ![preview 2](6/preview_2.png) | ![preview 3](6/preview_3.png) | ![preview 4](6/preview_4.png) | ![preview 5](6/preview_5.png) | ![preview 6](6/preview_6.png) | ![preview 7](6/preview_7.png) | ![preview 8](6/preview_8.png) | | 7 | 21 | [Download](7/dataset.zip) | ![preview 1](7/preview_1.png) | ![preview 2](7/preview_2.png) | ![preview 3](7/preview_3.png) | ![preview 4](7/preview_4.png) | ![preview 5](7/preview_5.png) | ![preview 6](7/preview_6.png) | ![preview 7](7/preview_7.png) | ![preview 8](7/preview_8.png) | | 8 | 261 | [Download](8/dataset.zip) | ![preview 1](8/preview_1.png) | ![preview 2](8/preview_2.png) | ![preview 3](8/preview_3.png) | ![preview 4](8/preview_4.png) | ![preview 5](8/preview_5.png) | ![preview 6](8/preview_6.png) | ![preview 7](8/preview_7.png) | ![preview 8](8/preview_8.png) | | 9 | 117 | [Download](9/dataset.zip) | ![preview 1](9/preview_1.png) | ![preview 2](9/preview_2.png) | ![preview 3](9/preview_3.png) | ![preview 4](9/preview_4.png) | ![preview 5](9/preview_5.png) | ![preview 6](9/preview_6.png) | ![preview 7](9/preview_7.png) | ![preview 8](9/preview_8.png) | | 10 | 123 | [Download](10/dataset.zip) | ![preview 1](10/preview_1.png) | ![preview 2](10/preview_2.png) | ![preview 3](10/preview_3.png) | ![preview 4](10/preview_4.png) | ![preview 5](10/preview_5.png) | ![preview 6](10/preview_6.png) | ![preview 7](10/preview_7.png) | ![preview 8](10/preview_8.png) | | 11 | 27 | [Download](11/dataset.zip) | ![preview 1](11/preview_1.png) | ![preview 2](11/preview_2.png) | ![preview 3](11/preview_3.png) | ![preview 4](11/preview_4.png) | ![preview 5](11/preview_5.png) | ![preview 6](11/preview_6.png) | ![preview 7](11/preview_7.png) | ![preview 8](11/preview_8.png) | | 12 | 36 | [Download](12/dataset.zip) | ![preview 1](12/preview_1.png) | ![preview 2](12/preview_2.png) | ![preview 3](12/preview_3.png) | ![preview 4](12/preview_4.png) | ![preview 5](12/preview_5.png) | ![preview 6](12/preview_6.png) | ![preview 7](12/preview_7.png) | ![preview 8](12/preview_8.png) | | 13 | 29 | [Download](13/dataset.zip) | ![preview 1](13/preview_1.png) | ![preview 2](13/preview_2.png) | ![preview 3](13/preview_3.png) | ![preview 4](13/preview_4.png) | ![preview 5](13/preview_5.png) | ![preview 6](13/preview_6.png) | ![preview 7](13/preview_7.png) | ![preview 8](13/preview_8.png) | | 14 | 10 | [Download](14/dataset.zip) | ![preview 1](14/preview_1.png) | ![preview 2](14/preview_2.png) | ![preview 3](14/preview_3.png) | ![preview 4](14/preview_4.png) | ![preview 5](14/preview_5.png) | ![preview 6](14/preview_6.png) | ![preview 7](14/preview_7.png) | ![preview 8](14/preview_8.png) | | 15 | 13 | [Download](15/dataset.zip) | ![preview 1](15/preview_1.png) | ![preview 2](15/preview_2.png) | ![preview 3](15/preview_3.png) | ![preview 4](15/preview_4.png) | ![preview 5](15/preview_5.png) | ![preview 6](15/preview_6.png) | ![preview 7](15/preview_7.png) | ![preview 8](15/preview_8.png) | | 16 | 51 | [Download](16/dataset.zip) | ![preview 1](16/preview_1.png) | ![preview 2](16/preview_2.png) | ![preview 3](16/preview_3.png) | ![preview 4](16/preview_4.png) | ![preview 5](16/preview_5.png) | ![preview 6](16/preview_6.png) | ![preview 7](16/preview_7.png) | ![preview 8](16/preview_8.png) | | noise | 119 | [Download](-1/dataset.zip) | ![preview 1](-1/preview_1.png) | ![preview 2](-1/preview_2.png) | ![preview 3](-1/preview_3.png) | ![preview 4](-1/preview_4.png) | ![preview 5](-1/preview_5.png) | ![preview 6](-1/preview_6.png) | ![preview 7](-1/preview_7.png) | ![preview 8](-1/preview_8.png) |

[ -0.6928884983062744, -0.16892069578170776, 0.1946392059326172, 0.19820062816143036, -0.2805628180503845, -0.04526713117957115, 0.03462858125567436, -0.3978218734264374, 0.6143457293510437, 0.5586754083633423, -0.920098066329956, -0.8858022093772888, -0.693266749382019, 0.5223398804664612, ...

null

SadeghJafari/CVC

SadeghJafari

2023-11-27T18:50:46Z

0

null

[ "license:apache-2.0", "region:us" ]

2023-11-27T18:50:46Z

2023-11-27T18:45:38.000Z

2023-11-27T18:45:38

--- license: apache-2.0 ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

adamo1139/AEZAKMI_v1

adamo1139

2023-11-27T23:50:46Z

0

null

[ "license:other", "region:us" ]

2023-11-27T23:50:46Z

2023-11-27T19:02:57.000Z

2023-11-27T19:02:57

--- license: other license_name: other license_link: LICENSE --- This is dataset based on airoboros 2.2.1 with removed orca and gptslop samples. Models trained on this datasets are likely to hallucinate more than base airoboros since I also removed a lot of samples that made the model aware that it's not a human but an ai and it doesn't have physical body. The plus of that is that non-llama model trained on it should very rarely if ever issue a refusal. It also should sound more like a person than a sterile gpt-4. I can't guarantee for that to happen with llama 2 base models since they are pre-trained with gptslop and refusals. If you see a model that was trained on this dataset generating refusals, let me know and I will try to fix that. I removed jokes from airoboros 2.2.1 that I used as base and put in jokes from airoboros 2.2, as jokes from 2.2.1 were really lame. I will probably release fine-tunes of Yi-34B and Llama 1 33B on this dataset soon, Mistral finetune is available already. License: same as airoboros 2.2.1/airoboros 2.2

[ -0.36452826857566833, -0.45231813192367554, 0.3388153612613678, 0.30569759011268616, -0.5266119241714478, -0.2704886496067047, 0.05398720130324364, -0.6910303831100464, 0.184410959482193, 0.7061396241188049, -0.4716237485408783, -0.13481883704662323, -0.5649730563163757, 0.0905354097485542...

null

Frixi/Kevin_Martes_13

Frixi

2023-11-27T19:06:06Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T19:06:06Z

2023-11-27T19:05:15.000Z

2023-11-27T19:05:15

--- license: openrail ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

Pablao0948/Xuxa_Circo

Pablao0948

2023-11-27T19:23:33Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T19:23:33Z

2023-11-27T19:08:15.000Z

2023-11-27T19:08:15

--- license: openrail ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

Youssef115/squaddataset

Youssef115

2023-11-27T19:21:53Z

0

null

[ "region:us" ]

2023-11-27T19:21:53Z

2023-11-27T19:15:37.000Z

2023-11-27T19:15:37

Entry not found

[ -0.3227647542953491, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965083122253, 0.7915717959403992, 0.07618629932403564, 0.7746022343635559, 0.2563222348690033, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

haroldim/haroldo-para-narrar

haroldim

2023-11-27T19:30:36Z

0

null

[ "license:openrail++", "region:us" ]

2023-11-27T19:30:36Z

2023-11-27T19:21:44.000Z

2023-11-27T19:21:44

--- license: openrail++ ---

[ -0.12853392958641052, -0.18616779148578644, 0.6529127955436707, 0.49436280131340027, -0.19319361448287964, 0.23607419431209564, 0.36072003841400146, 0.050563063472509384, 0.579365611076355, 0.7400140762329102, -0.6508104205131531, -0.23783954977989197, -0.7102249264717102, -0.0478260256350...

null

vwxyzjn/cai-conversation-prod

vwxyzjn

2023-11-28T20:24:58Z

0

null

[ "region:us" ]

2023-11-28T20:24:58Z

2023-11-27T19:22:51.000Z

2023-11-27T19:22:51

--- dataset_info: features: - name: index dtype: int64 - name: prompt dtype: string - name: init_prompt struct: - name: content dtype: string - name: role dtype: string - name: init_response struct: - name: content dtype: string - name: role dtype: string - name: critic_prompt struct: - name: content dtype: string - name: role dtype: string - name: critic_response struct: - name: content dtype: string - name: role dtype: string - name: revision_prompt struct: - name: content dtype: string - name: role dtype: string - name: revision_response struct: - name: content dtype: string - name: role dtype: string splits: - name: test num_bytes: 15206093 num_examples: 8552 download_size: 6247908 dataset_size: 15380404 configs: - config_name: default data_files: - split: test path: data/test-* --- # Dataset Card for "cai-conversation-prod" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.5811632871627808, -0.564619779586792, 0.028091296553611755, 0.32634326815605164, -0.22621746361255646, 0.006636504083871841, 0.22792774438858032, -0.17350825667381287, 0.8976477384567261, 0.47478237748146057, -0.7858182787895203, -0.8254749774932861, -0.5372824668884277, -0.614923179149...

null

rmagesh/my-image-captioning-dataset

rmagesh

2023-11-28T18:08:53Z

0

null

[ "region:us" ]

2023-11-28T18:08:53Z

2023-11-27T19:24:56.000Z

2023-11-27T19:24:56

--- dataset_info: features: - name: image dtype: image - name: text dtype: string splits: - name: train num_bytes: 809012.0 num_examples: 1 download_size: 810428 dataset_size: 809012.0 configs: - config_name: default data_files: - split: train path: data/train-* ---

[ -0.12853392958641052, -0.18616779148578644, 0.6529127955436707, 0.49436280131340027, -0.19319361448287964, 0.23607419431209564, 0.36072003841400146, 0.050563063472509384, 0.579365611076355, 0.7400140762329102, -0.6508104205131531, -0.23783954977989197, -0.7102249264717102, -0.0478260256350...

null

wz2615/cups_image

wz2615

2023-11-27T21:23:01Z

0

null

[ "region:us" ]

2023-11-27T21:23:01Z

2023-11-27T19:30:36.000Z

2023-11-27T19:30:36

--- dataset_info: features: - name: image dtype: image - name: text dtype: string splits: - name: train num_bytes: 231083090.0 num_examples: 500 download_size: 230975569 dataset_size: 231083090.0 configs: - config_name: default data_files: - split: train path: data/train-* ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

haroldim/treino-voz-haroldo-para-narrar

haroldim

2023-11-27T19:34:45Z

0

null

[ "license:openrail++", "region:us" ]

2023-11-27T19:34:45Z

2023-11-27T19:34:02.000Z

2023-11-27T19:34:02

--- license: openrail++ ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

BangumiBase/xxxholic

BangumiBase

2023-11-27T21:21:54Z

0

null

[ "size_categories:1K<n<10K", "license:mit", "art", "region:us" ]

2023-11-27T21:21:54Z

2023-11-27T19:54:38.000Z

2023-11-27T19:54:38

--- license: mit tags: - art size_categories: - 1K<n<10K --- # Bangumi Image Base of Xxxholic This is the image base of bangumi xxxHOLiC, we detected 36 characters, 3967 images in total. The full dataset is [here](all.zip). **Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual.** If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability). Here is the characters' preview: | # | Images | Download | Preview 1 | Preview 2 | Preview 3 | Preview 4 | Preview 5 | Preview 6 | Preview 7 | Preview 8 | |:------|---------:|:---------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------| | 0 | 2265 | [Download](0/dataset.zip) | ![preview 1](0/preview_1.png) | ![preview 2](0/preview_2.png) | ![preview 3](0/preview_3.png) | ![preview 4](0/preview_4.png) | ![preview 5](0/preview_5.png) | ![preview 6](0/preview_6.png) | ![preview 7](0/preview_7.png) | ![preview 8](0/preview_8.png) | | 1 | 70 | [Download](1/dataset.zip) | ![preview 1](1/preview_1.png) | ![preview 2](1/preview_2.png) | ![preview 3](1/preview_3.png) | ![preview 4](1/preview_4.png) | ![preview 5](1/preview_5.png) | ![preview 6](1/preview_6.png) | ![preview 7](1/preview_7.png) | ![preview 8](1/preview_8.png) | | 2 | 20 | [Download](2/dataset.zip) | ![preview 1](2/preview_1.png) | ![preview 2](2/preview_2.png) | ![preview 3](2/preview_3.png) | ![preview 4](2/preview_4.png) | ![preview 5](2/preview_5.png) | ![preview 6](2/preview_6.png) | ![preview 7](2/preview_7.png) | ![preview 8](2/preview_8.png) | | 3 | 189 | [Download](3/dataset.zip) | ![preview 1](3/preview_1.png) | ![preview 2](3/preview_2.png) | ![preview 3](3/preview_3.png) | ![preview 4](3/preview_4.png) | ![preview 5](3/preview_5.png) | ![preview 6](3/preview_6.png) | ![preview 7](3/preview_7.png) | ![preview 8](3/preview_8.png) | | 4 | 20 | [Download](4/dataset.zip) | ![preview 1](4/preview_1.png) | ![preview 2](4/preview_2.png) | ![preview 3](4/preview_3.png) | ![preview 4](4/preview_4.png) | ![preview 5](4/preview_5.png) | ![preview 6](4/preview_6.png) | ![preview 7](4/preview_7.png) | ![preview 8](4/preview_8.png) | | 5 | 23 | [Download](5/dataset.zip) | ![preview 1](5/preview_1.png) | ![preview 2](5/preview_2.png) | ![preview 3](5/preview_3.png) | ![preview 4](5/preview_4.png) | ![preview 5](5/preview_5.png) | ![preview 6](5/preview_6.png) | ![preview 7](5/preview_7.png) | ![preview 8](5/preview_8.png) | | 6 | 11 | [Download](6/dataset.zip) | ![preview 1](6/preview_1.png) | ![preview 2](6/preview_2.png) | ![preview 3](6/preview_3.png) | ![preview 4](6/preview_4.png) | ![preview 5](6/preview_5.png) | ![preview 6](6/preview_6.png) | ![preview 7](6/preview_7.png) | ![preview 8](6/preview_8.png) | | 7 | 16 | [Download](7/dataset.zip) | ![preview 1](7/preview_1.png) | ![preview 2](7/preview_2.png) | ![preview 3](7/preview_3.png) | ![preview 4](7/preview_4.png) | ![preview 5](7/preview_5.png) | ![preview 6](7/preview_6.png) | ![preview 7](7/preview_7.png) | ![preview 8](7/preview_8.png) | | 8 | 27 | [Download](8/dataset.zip) | ![preview 1](8/preview_1.png) | ![preview 2](8/preview_2.png) | ![preview 3](8/preview_3.png) | ![preview 4](8/preview_4.png) | ![preview 5](8/preview_5.png) | ![preview 6](8/preview_6.png) | ![preview 7](8/preview_7.png) | ![preview 8](8/preview_8.png) | | 9 | 9 | [Download](9/dataset.zip) | ![preview 1](9/preview_1.png) | ![preview 2](9/preview_2.png) | ![preview 3](9/preview_3.png) | ![preview 4](9/preview_4.png) | ![preview 5](9/preview_5.png) | ![preview 6](9/preview_6.png) | ![preview 7](9/preview_7.png) | ![preview 8](9/preview_8.png) | | 10 | 59 | [Download](10/dataset.zip) | ![preview 1](10/preview_1.png) | ![preview 2](10/preview_2.png) | ![preview 3](10/preview_3.png) | ![preview 4](10/preview_4.png) | ![preview 5](10/preview_5.png) | ![preview 6](10/preview_6.png) | ![preview 7](10/preview_7.png) | ![preview 8](10/preview_8.png) | | 11 | 94 | [Download](11/dataset.zip) | ![preview 1](11/preview_1.png) | ![preview 2](11/preview_2.png) | ![preview 3](11/preview_3.png) | ![preview 4](11/preview_4.png) | ![preview 5](11/preview_5.png) | ![preview 6](11/preview_6.png) | ![preview 7](11/preview_7.png) | ![preview 8](11/preview_8.png) | | 12 | 20 | [Download](12/dataset.zip) | ![preview 1](12/preview_1.png) | ![preview 2](12/preview_2.png) | ![preview 3](12/preview_3.png) | ![preview 4](12/preview_4.png) | ![preview 5](12/preview_5.png) | ![preview 6](12/preview_6.png) | ![preview 7](12/preview_7.png) | ![preview 8](12/preview_8.png) | | 13 | 67 | [Download](13/dataset.zip) | ![preview 1](13/preview_1.png) | ![preview 2](13/preview_2.png) | ![preview 3](13/preview_3.png) | ![preview 4](13/preview_4.png) | ![preview 5](13/preview_5.png) | ![preview 6](13/preview_6.png) | ![preview 7](13/preview_7.png) | ![preview 8](13/preview_8.png) | | 14 | 33 | [Download](14/dataset.zip) | ![preview 1](14/preview_1.png) | ![preview 2](14/preview_2.png) | ![preview 3](14/preview_3.png) | ![preview 4](14/preview_4.png) | ![preview 5](14/preview_5.png) | ![preview 6](14/preview_6.png) | ![preview 7](14/preview_7.png) | ![preview 8](14/preview_8.png) | | 15 | 48 | [Download](15/dataset.zip) | ![preview 1](15/preview_1.png) | ![preview 2](15/preview_2.png) | ![preview 3](15/preview_3.png) | ![preview 4](15/preview_4.png) | ![preview 5](15/preview_5.png) | ![preview 6](15/preview_6.png) | ![preview 7](15/preview_7.png) | ![preview 8](15/preview_8.png) | | 16 | 543 | [Download](16/dataset.zip) | ![preview 1](16/preview_1.png) | ![preview 2](16/preview_2.png) | ![preview 3](16/preview_3.png) | ![preview 4](16/preview_4.png) | ![preview 5](16/preview_5.png) | ![preview 6](16/preview_6.png) | ![preview 7](16/preview_7.png) | ![preview 8](16/preview_8.png) | | 17 | 29 | [Download](17/dataset.zip) | ![preview 1](17/preview_1.png) | ![preview 2](17/preview_2.png) | ![preview 3](17/preview_3.png) | ![preview 4](17/preview_4.png) | ![preview 5](17/preview_5.png) | ![preview 6](17/preview_6.png) | ![preview 7](17/preview_7.png) | ![preview 8](17/preview_8.png) | | 18 | 66 | [Download](18/dataset.zip) | ![preview 1](18/preview_1.png) | ![preview 2](18/preview_2.png) | ![preview 3](18/preview_3.png) | ![preview 4](18/preview_4.png) | ![preview 5](18/preview_5.png) | ![preview 6](18/preview_6.png) | ![preview 7](18/preview_7.png) | ![preview 8](18/preview_8.png) | | 19 | 16 | [Download](19/dataset.zip) | ![preview 1](19/preview_1.png) | ![preview 2](19/preview_2.png) | ![preview 3](19/preview_3.png) | ![preview 4](19/preview_4.png) | ![preview 5](19/preview_5.png) | ![preview 6](19/preview_6.png) | ![preview 7](19/preview_7.png) | ![preview 8](19/preview_8.png) | | 20 | 26 | [Download](20/dataset.zip) | ![preview 1](20/preview_1.png) | ![preview 2](20/preview_2.png) | ![preview 3](20/preview_3.png) | ![preview 4](20/preview_4.png) | ![preview 5](20/preview_5.png) | ![preview 6](20/preview_6.png) | ![preview 7](20/preview_7.png) | ![preview 8](20/preview_8.png) | | 21 | 11 | [Download](21/dataset.zip) | ![preview 1](21/preview_1.png) | ![preview 2](21/preview_2.png) | ![preview 3](21/preview_3.png) | ![preview 4](21/preview_4.png) | ![preview 5](21/preview_5.png) | ![preview 6](21/preview_6.png) | ![preview 7](21/preview_7.png) | ![preview 8](21/preview_8.png) | | 22 | 30 | [Download](22/dataset.zip) | ![preview 1](22/preview_1.png) | ![preview 2](22/preview_2.png) | ![preview 3](22/preview_3.png) | ![preview 4](22/preview_4.png) | ![preview 5](22/preview_5.png) | ![preview 6](22/preview_6.png) | ![preview 7](22/preview_7.png) | ![preview 8](22/preview_8.png) | | 23 | 29 | [Download](23/dataset.zip) | ![preview 1](23/preview_1.png) | ![preview 2](23/preview_2.png) | ![preview 3](23/preview_3.png) | ![preview 4](23/preview_4.png) | ![preview 5](23/preview_5.png) | ![preview 6](23/preview_6.png) | ![preview 7](23/preview_7.png) | ![preview 8](23/preview_8.png) | | 24 | 31 | [Download](24/dataset.zip) | ![preview 1](24/preview_1.png) | ![preview 2](24/preview_2.png) | ![preview 3](24/preview_3.png) | ![preview 4](24/preview_4.png) | ![preview 5](24/preview_5.png) | ![preview 6](24/preview_6.png) | ![preview 7](24/preview_7.png) | ![preview 8](24/preview_8.png) | | 25 | 9 | [Download](25/dataset.zip) | ![preview 1](25/preview_1.png) | ![preview 2](25/preview_2.png) | ![preview 3](25/preview_3.png) | ![preview 4](25/preview_4.png) | ![preview 5](25/preview_5.png) | ![preview 6](25/preview_6.png) | ![preview 7](25/preview_7.png) | ![preview 8](25/preview_8.png) | | 26 | 12 | [Download](26/dataset.zip) | ![preview 1](26/preview_1.png) | ![preview 2](26/preview_2.png) | ![preview 3](26/preview_3.png) | ![preview 4](26/preview_4.png) | ![preview 5](26/preview_5.png) | ![preview 6](26/preview_6.png) | ![preview 7](26/preview_7.png) | ![preview 8](26/preview_8.png) | | 27 | 7 | [Download](27/dataset.zip) | ![preview 1](27/preview_1.png) | ![preview 2](27/preview_2.png) | ![preview 3](27/preview_3.png) | ![preview 4](27/preview_4.png) | ![preview 5](27/preview_5.png) | ![preview 6](27/preview_6.png) | ![preview 7](27/preview_7.png) | N/A | | 28 | 6 | [Download](28/dataset.zip) | ![preview 1](28/preview_1.png) | ![preview 2](28/preview_2.png) | ![preview 3](28/preview_3.png) | ![preview 4](28/preview_4.png) | ![preview 5](28/preview_5.png) | ![preview 6](28/preview_6.png) | N/A | N/A | | 29 | 8 | [Download](29/dataset.zip) | ![preview 1](29/preview_1.png) | ![preview 2](29/preview_2.png) | ![preview 3](29/preview_3.png) | ![preview 4](29/preview_4.png) | ![preview 5](29/preview_5.png) | ![preview 6](29/preview_6.png) | ![preview 7](29/preview_7.png) | ![preview 8](29/preview_8.png) | | 30 | 39 | [Download](30/dataset.zip) | ![preview 1](30/preview_1.png) | ![preview 2](30/preview_2.png) | ![preview 3](30/preview_3.png) | ![preview 4](30/preview_4.png) | ![preview 5](30/preview_5.png) | ![preview 6](30/preview_6.png) | ![preview 7](30/preview_7.png) | ![preview 8](30/preview_8.png) | | 31 | 23 | [Download](31/dataset.zip) | ![preview 1](31/preview_1.png) | ![preview 2](31/preview_2.png) | ![preview 3](31/preview_3.png) | ![preview 4](31/preview_4.png) | ![preview 5](31/preview_5.png) | ![preview 6](31/preview_6.png) | ![preview 7](31/preview_7.png) | ![preview 8](31/preview_8.png) | | 32 | 7 | [Download](32/dataset.zip) | ![preview 1](32/preview_1.png) | ![preview 2](32/preview_2.png) | ![preview 3](32/preview_3.png) | ![preview 4](32/preview_4.png) | ![preview 5](32/preview_5.png) | ![preview 6](32/preview_6.png) | ![preview 7](32/preview_7.png) | N/A | | 33 | 14 | [Download](33/dataset.zip) | ![preview 1](33/preview_1.png) | ![preview 2](33/preview_2.png) | ![preview 3](33/preview_3.png) | ![preview 4](33/preview_4.png) | ![preview 5](33/preview_5.png) | ![preview 6](33/preview_6.png) | ![preview 7](33/preview_7.png) | ![preview 8](33/preview_8.png) | | 34 | 21 | [Download](34/dataset.zip) | ![preview 1](34/preview_1.png) | ![preview 2](34/preview_2.png) | ![preview 3](34/preview_3.png) | ![preview 4](34/preview_4.png) | ![preview 5](34/preview_5.png) | ![preview 6](34/preview_6.png) | ![preview 7](34/preview_7.png) | ![preview 8](34/preview_8.png) | | noise | 69 | [Download](-1/dataset.zip) | ![preview 1](-1/preview_1.png) | ![preview 2](-1/preview_2.png) | ![preview 3](-1/preview_3.png) | ![preview 4](-1/preview_4.png) | ![preview 5](-1/preview_5.png) | ![preview 6](-1/preview_6.png) | ![preview 7](-1/preview_7.png) | ![preview 8](-1/preview_8.png) |

[ -0.6741213798522949, -0.09443873167037964, 0.13315771520137787, 0.2210688292980194, -0.2655628025531769, -0.04864473268389702, -0.05255403742194176, -0.40229174494743347, 0.6359435319900513, 0.5342600345611572, -0.9425720572471619, -0.8797690868377686, -0.6487733721733093, 0.51477885246276...

null

BangumiBase/kamisamakiss

BangumiBase

2023-11-27T21:41:48Z

0

null

[ "size_categories:1K<n<10K", "license:mit", "art", "region:us" ]

2023-11-27T21:41:48Z

2023-11-27T19:55:35.000Z

2023-11-27T19:55:35

--- license: mit tags: - art size_categories: - 1K<n<10K --- # Bangumi Image Base of Kamisama Kiss This is the image base of bangumi Kamisama Kiss, we detected 50 characters, 2686 images in total. The full dataset is [here](all.zip). **Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual.** If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability). Here is the characters' preview: | # | Images | Download | Preview 1 | Preview 2 | Preview 3 | Preview 4 | Preview 5 | Preview 6 | Preview 7 | Preview 8 | |:------|---------:|:---------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------| | 0 | 11 | [Download](0/dataset.zip) | ![preview 1](0/preview_1.png) | ![preview 2](0/preview_2.png) | ![preview 3](0/preview_3.png) | ![preview 4](0/preview_4.png) | ![preview 5](0/preview_5.png) | ![preview 6](0/preview_6.png) | ![preview 7](0/preview_7.png) | ![preview 8](0/preview_8.png) | | 1 | 65 | [Download](1/dataset.zip) | ![preview 1](1/preview_1.png) | ![preview 2](1/preview_2.png) | ![preview 3](1/preview_3.png) | ![preview 4](1/preview_4.png) | ![preview 5](1/preview_5.png) | ![preview 6](1/preview_6.png) | ![preview 7](1/preview_7.png) | ![preview 8](1/preview_8.png) | | 2 | 40 | [Download](2/dataset.zip) | ![preview 1](2/preview_1.png) | ![preview 2](2/preview_2.png) | ![preview 3](2/preview_3.png) | ![preview 4](2/preview_4.png) | ![preview 5](2/preview_5.png) | ![preview 6](2/preview_6.png) | ![preview 7](2/preview_7.png) | ![preview 8](2/preview_8.png) | | 3 | 24 | [Download](3/dataset.zip) | ![preview 1](3/preview_1.png) | ![preview 2](3/preview_2.png) | ![preview 3](3/preview_3.png) | ![preview 4](3/preview_4.png) | ![preview 5](3/preview_5.png) | ![preview 6](3/preview_6.png) | ![preview 7](3/preview_7.png) | ![preview 8](3/preview_8.png) | | 4 | 59 | [Download](4/dataset.zip) | ![preview 1](4/preview_1.png) | ![preview 2](4/preview_2.png) | ![preview 3](4/preview_3.png) | ![preview 4](4/preview_4.png) | ![preview 5](4/preview_5.png) | ![preview 6](4/preview_6.png) | ![preview 7](4/preview_7.png) | ![preview 8](4/preview_8.png) | | 5 | 63 | [Download](5/dataset.zip) | ![preview 1](5/preview_1.png) | ![preview 2](5/preview_2.png) | ![preview 3](5/preview_3.png) | ![preview 4](5/preview_4.png) | ![preview 5](5/preview_5.png) | ![preview 6](5/preview_6.png) | ![preview 7](5/preview_7.png) | ![preview 8](5/preview_8.png) | | 6 | 50 | [Download](6/dataset.zip) | ![preview 1](6/preview_1.png) | ![preview 2](6/preview_2.png) | ![preview 3](6/preview_3.png) | ![preview 4](6/preview_4.png) | ![preview 5](6/preview_5.png) | ![preview 6](6/preview_6.png) | ![preview 7](6/preview_7.png) | ![preview 8](6/preview_8.png) | | 7 | 20 | [Download](7/dataset.zip) | ![preview 1](7/preview_1.png) | ![preview 2](7/preview_2.png) | ![preview 3](7/preview_3.png) | ![preview 4](7/preview_4.png) | ![preview 5](7/preview_5.png) | ![preview 6](7/preview_6.png) | ![preview 7](7/preview_7.png) | ![preview 8](7/preview_8.png) | | 8 | 122 | [Download](8/dataset.zip) | ![preview 1](8/preview_1.png) | ![preview 2](8/preview_2.png) | ![preview 3](8/preview_3.png) | ![preview 4](8/preview_4.png) | ![preview 5](8/preview_5.png) | ![preview 6](8/preview_6.png) | ![preview 7](8/preview_7.png) | ![preview 8](8/preview_8.png) | | 9 | 122 | [Download](9/dataset.zip) | ![preview 1](9/preview_1.png) | ![preview 2](9/preview_2.png) | ![preview 3](9/preview_3.png) | ![preview 4](9/preview_4.png) | ![preview 5](9/preview_5.png) | ![preview 6](9/preview_6.png) | ![preview 7](9/preview_7.png) | ![preview 8](9/preview_8.png) | | 10 | 544 | [Download](10/dataset.zip) | ![preview 1](10/preview_1.png) | ![preview 2](10/preview_2.png) | ![preview 3](10/preview_3.png) | ![preview 4](10/preview_4.png) | ![preview 5](10/preview_5.png) | ![preview 6](10/preview_6.png) | ![preview 7](10/preview_7.png) | ![preview 8](10/preview_8.png) | | 11 | 176 | [Download](11/dataset.zip) | ![preview 1](11/preview_1.png) | ![preview 2](11/preview_2.png) | ![preview 3](11/preview_3.png) | ![preview 4](11/preview_4.png) | ![preview 5](11/preview_5.png) | ![preview 6](11/preview_6.png) | ![preview 7](11/preview_7.png) | ![preview 8](11/preview_8.png) | | 12 | 18 | [Download](12/dataset.zip) | ![preview 1](12/preview_1.png) | ![preview 2](12/preview_2.png) | ![preview 3](12/preview_3.png) | ![preview 4](12/preview_4.png) | ![preview 5](12/preview_5.png) | ![preview 6](12/preview_6.png) | ![preview 7](12/preview_7.png) | ![preview 8](12/preview_8.png) | | 13 | 33 | [Download](13/dataset.zip) | ![preview 1](13/preview_1.png) | ![preview 2](13/preview_2.png) | ![preview 3](13/preview_3.png) | ![preview 4](13/preview_4.png) | ![preview 5](13/preview_5.png) | ![preview 6](13/preview_6.png) | ![preview 7](13/preview_7.png) | ![preview 8](13/preview_8.png) | | 14 | 29 | [Download](14/dataset.zip) | ![preview 1](14/preview_1.png) | ![preview 2](14/preview_2.png) | ![preview 3](14/preview_3.png) | ![preview 4](14/preview_4.png) | ![preview 5](14/preview_5.png) | ![preview 6](14/preview_6.png) | ![preview 7](14/preview_7.png) | ![preview 8](14/preview_8.png) | | 15 | 22 | [Download](15/dataset.zip) | ![preview 1](15/preview_1.png) | ![preview 2](15/preview_2.png) | ![preview 3](15/preview_3.png) | ![preview 4](15/preview_4.png) | ![preview 5](15/preview_5.png) | ![preview 6](15/preview_6.png) | ![preview 7](15/preview_7.png) | ![preview 8](15/preview_8.png) | | 16 | 32 | [Download](16/dataset.zip) | ![preview 1](16/preview_1.png) | ![preview 2](16/preview_2.png) | ![preview 3](16/preview_3.png) | ![preview 4](16/preview_4.png) | ![preview 5](16/preview_5.png) | ![preview 6](16/preview_6.png) | ![preview 7](16/preview_7.png) | ![preview 8](16/preview_8.png) | | 17 | 16 | [Download](17/dataset.zip) | ![preview 1](17/preview_1.png) | ![preview 2](17/preview_2.png) | ![preview 3](17/preview_3.png) | ![preview 4](17/preview_4.png) | ![preview 5](17/preview_5.png) | ![preview 6](17/preview_6.png) | ![preview 7](17/preview_7.png) | ![preview 8](17/preview_8.png) | | 18 | 27 | [Download](18/dataset.zip) | ![preview 1](18/preview_1.png) | ![preview 2](18/preview_2.png) | ![preview 3](18/preview_3.png) | ![preview 4](18/preview_4.png) | ![preview 5](18/preview_5.png) | ![preview 6](18/preview_6.png) | ![preview 7](18/preview_7.png) | ![preview 8](18/preview_8.png) | | 19 | 257 | [Download](19/dataset.zip) | ![preview 1](19/preview_1.png) | ![preview 2](19/preview_2.png) | ![preview 3](19/preview_3.png) | ![preview 4](19/preview_4.png) | ![preview 5](19/preview_5.png) | ![preview 6](19/preview_6.png) | ![preview 7](19/preview_7.png) | ![preview 8](19/preview_8.png) | | 20 | 31 | [Download](20/dataset.zip) | ![preview 1](20/preview_1.png) | ![preview 2](20/preview_2.png) | ![preview 3](20/preview_3.png) | ![preview 4](20/preview_4.png) | ![preview 5](20/preview_5.png) | ![preview 6](20/preview_6.png) | ![preview 7](20/preview_7.png) | ![preview 8](20/preview_8.png) | | 21 | 14 | [Download](21/dataset.zip) | ![preview 1](21/preview_1.png) | ![preview 2](21/preview_2.png) | ![preview 3](21/preview_3.png) | ![preview 4](21/preview_4.png) | ![preview 5](21/preview_5.png) | ![preview 6](21/preview_6.png) | ![preview 7](21/preview_7.png) | ![preview 8](21/preview_8.png) | | 22 | 41 | [Download](22/dataset.zip) | ![preview 1](22/preview_1.png) | ![preview 2](22/preview_2.png) | ![preview 3](22/preview_3.png) | ![preview 4](22/preview_4.png) | ![preview 5](22/preview_5.png) | ![preview 6](22/preview_6.png) | ![preview 7](22/preview_7.png) | ![preview 8](22/preview_8.png) | | 23 | 10 | [Download](23/dataset.zip) | ![preview 1](23/preview_1.png) | ![preview 2](23/preview_2.png) | ![preview 3](23/preview_3.png) | ![preview 4](23/preview_4.png) | ![preview 5](23/preview_5.png) | ![preview 6](23/preview_6.png) | ![preview 7](23/preview_7.png) | ![preview 8](23/preview_8.png) | | 24 | 25 | [Download](24/dataset.zip) | ![preview 1](24/preview_1.png) | ![preview 2](24/preview_2.png) | ![preview 3](24/preview_3.png) | ![preview 4](24/preview_4.png) | ![preview 5](24/preview_5.png) | ![preview 6](24/preview_6.png) | ![preview 7](24/preview_7.png) | ![preview 8](24/preview_8.png) | | 25 | 17 | [Download](25/dataset.zip) | ![preview 1](25/preview_1.png) | ![preview 2](25/preview_2.png) | ![preview 3](25/preview_3.png) | ![preview 4](25/preview_4.png) | ![preview 5](25/preview_5.png) | ![preview 6](25/preview_6.png) | ![preview 7](25/preview_7.png) | ![preview 8](25/preview_8.png) | | 26 | 106 | [Download](26/dataset.zip) | ![preview 1](26/preview_1.png) | ![preview 2](26/preview_2.png) | ![preview 3](26/preview_3.png) | ![preview 4](26/preview_4.png) | ![preview 5](26/preview_5.png) | ![preview 6](26/preview_6.png) | ![preview 7](26/preview_7.png) | ![preview 8](26/preview_8.png) | | 27 | 12 | [Download](27/dataset.zip) | ![preview 1](27/preview_1.png) | ![preview 2](27/preview_2.png) | ![preview 3](27/preview_3.png) | ![preview 4](27/preview_4.png) | ![preview 5](27/preview_5.png) | ![preview 6](27/preview_6.png) | ![preview 7](27/preview_7.png) | ![preview 8](27/preview_8.png) | | 28 | 86 | [Download](28/dataset.zip) | ![preview 1](28/preview_1.png) | ![preview 2](28/preview_2.png) | ![preview 3](28/preview_3.png) | ![preview 4](28/preview_4.png) | ![preview 5](28/preview_5.png) | ![preview 6](28/preview_6.png) | ![preview 7](28/preview_7.png) | ![preview 8](28/preview_8.png) | | 29 | 16 | [Download](29/dataset.zip) | ![preview 1](29/preview_1.png) | ![preview 2](29/preview_2.png) | ![preview 3](29/preview_3.png) | ![preview 4](29/preview_4.png) | ![preview 5](29/preview_5.png) | ![preview 6](29/preview_6.png) | ![preview 7](29/preview_7.png) | ![preview 8](29/preview_8.png) | | 30 | 9 | [Download](30/dataset.zip) | ![preview 1](30/preview_1.png) | ![preview 2](30/preview_2.png) | ![preview 3](30/preview_3.png) | ![preview 4](30/preview_4.png) | ![preview 5](30/preview_5.png) | ![preview 6](30/preview_6.png) | ![preview 7](30/preview_7.png) | ![preview 8](30/preview_8.png) | | 31 | 10 | [Download](31/dataset.zip) | ![preview 1](31/preview_1.png) | ![preview 2](31/preview_2.png) | ![preview 3](31/preview_3.png) | ![preview 4](31/preview_4.png) | ![preview 5](31/preview_5.png) | ![preview 6](31/preview_6.png) | ![preview 7](31/preview_7.png) | ![preview 8](31/preview_8.png) | | 32 | 51 | [Download](32/dataset.zip) | ![preview 1](32/preview_1.png) | ![preview 2](32/preview_2.png) | ![preview 3](32/preview_3.png) | ![preview 4](32/preview_4.png) | ![preview 5](32/preview_5.png) | ![preview 6](32/preview_6.png) | ![preview 7](32/preview_7.png) | ![preview 8](32/preview_8.png) | | 33 | 26 | [Download](33/dataset.zip) | ![preview 1](33/preview_1.png) | ![preview 2](33/preview_2.png) | ![preview 3](33/preview_3.png) | ![preview 4](33/preview_4.png) | ![preview 5](33/preview_5.png) | ![preview 6](33/preview_6.png) | ![preview 7](33/preview_7.png) | ![preview 8](33/preview_8.png) | | 34 | 11 | [Download](34/dataset.zip) | ![preview 1](34/preview_1.png) | ![preview 2](34/preview_2.png) | ![preview 3](34/preview_3.png) | ![preview 4](34/preview_4.png) | ![preview 5](34/preview_5.png) | ![preview 6](34/preview_6.png) | ![preview 7](34/preview_7.png) | ![preview 8](34/preview_8.png) | | 35 | 25 | [Download](35/dataset.zip) | ![preview 1](35/preview_1.png) | ![preview 2](35/preview_2.png) | ![preview 3](35/preview_3.png) | ![preview 4](35/preview_4.png) | ![preview 5](35/preview_5.png) | ![preview 6](35/preview_6.png) | ![preview 7](35/preview_7.png) | ![preview 8](35/preview_8.png) | | 36 | 8 | [Download](36/dataset.zip) | ![preview 1](36/preview_1.png) | ![preview 2](36/preview_2.png) | ![preview 3](36/preview_3.png) | ![preview 4](36/preview_4.png) | ![preview 5](36/preview_5.png) | ![preview 6](36/preview_6.png) | ![preview 7](36/preview_7.png) | ![preview 8](36/preview_8.png) | | 37 | 10 | [Download](37/dataset.zip) | ![preview 1](37/preview_1.png) | ![preview 2](37/preview_2.png) | ![preview 3](37/preview_3.png) | ![preview 4](37/preview_4.png) | ![preview 5](37/preview_5.png) | ![preview 6](37/preview_6.png) | ![preview 7](37/preview_7.png) | ![preview 8](37/preview_8.png) | | 38 | 28 | [Download](38/dataset.zip) | ![preview 1](38/preview_1.png) | ![preview 2](38/preview_2.png) | ![preview 3](38/preview_3.png) | ![preview 4](38/preview_4.png) | ![preview 5](38/preview_5.png) | ![preview 6](38/preview_6.png) | ![preview 7](38/preview_7.png) | ![preview 8](38/preview_8.png) | | 39 | 40 | [Download](39/dataset.zip) | ![preview 1](39/preview_1.png) | ![preview 2](39/preview_2.png) | ![preview 3](39/preview_3.png) | ![preview 4](39/preview_4.png) | ![preview 5](39/preview_5.png) | ![preview 6](39/preview_6.png) | ![preview 7](39/preview_7.png) | ![preview 8](39/preview_8.png) | | 40 | 9 | [Download](40/dataset.zip) | ![preview 1](40/preview_1.png) | ![preview 2](40/preview_2.png) | ![preview 3](40/preview_3.png) | ![preview 4](40/preview_4.png) | ![preview 5](40/preview_5.png) | ![preview 6](40/preview_6.png) | ![preview 7](40/preview_7.png) | ![preview 8](40/preview_8.png) | | 41 | 10 | [Download](41/dataset.zip) | ![preview 1](41/preview_1.png) | ![preview 2](41/preview_2.png) | ![preview 3](41/preview_3.png) | ![preview 4](41/preview_4.png) | ![preview 5](41/preview_5.png) | ![preview 6](41/preview_6.png) | ![preview 7](41/preview_7.png) | ![preview 8](41/preview_8.png) | | 42 | 9 | [Download](42/dataset.zip) | ![preview 1](42/preview_1.png) | ![preview 2](42/preview_2.png) | ![preview 3](42/preview_3.png) | ![preview 4](42/preview_4.png) | ![preview 5](42/preview_5.png) | ![preview 6](42/preview_6.png) | ![preview 7](42/preview_7.png) | ![preview 8](42/preview_8.png) | | 43 | 11 | [Download](43/dataset.zip) | ![preview 1](43/preview_1.png) | ![preview 2](43/preview_2.png) | ![preview 3](43/preview_3.png) | ![preview 4](43/preview_4.png) | ![preview 5](43/preview_5.png) | ![preview 6](43/preview_6.png) | ![preview 7](43/preview_7.png) | ![preview 8](43/preview_8.png) | | 44 | 16 | [Download](44/dataset.zip) | ![preview 1](44/preview_1.png) | ![preview 2](44/preview_2.png) | ![preview 3](44/preview_3.png) | ![preview 4](44/preview_4.png) | ![preview 5](44/preview_5.png) | ![preview 6](44/preview_6.png) | ![preview 7](44/preview_7.png) | ![preview 8](44/preview_8.png) | | 45 | 12 | [Download](45/dataset.zip) | ![preview 1](45/preview_1.png) | ![preview 2](45/preview_2.png) | ![preview 3](45/preview_3.png) | ![preview 4](45/preview_4.png) | ![preview 5](45/preview_5.png) | ![preview 6](45/preview_6.png) | ![preview 7](45/preview_7.png) | ![preview 8](45/preview_8.png) | | 46 | 32 | [Download](46/dataset.zip) | ![preview 1](46/preview_1.png) | ![preview 2](46/preview_2.png) | ![preview 3](46/preview_3.png) | ![preview 4](46/preview_4.png) | ![preview 5](46/preview_5.png) | ![preview 6](46/preview_6.png) | ![preview 7](46/preview_7.png) | ![preview 8](46/preview_8.png) | | 47 | 8 | [Download](47/dataset.zip) | ![preview 1](47/preview_1.png) | ![preview 2](47/preview_2.png) | ![preview 3](47/preview_3.png) | ![preview 4](47/preview_4.png) | ![preview 5](47/preview_5.png) | ![preview 6](47/preview_6.png) | ![preview 7](47/preview_7.png) | ![preview 8](47/preview_8.png) | | 48 | 6 | [Download](48/dataset.zip) | ![preview 1](48/preview_1.png) | ![preview 2](48/preview_2.png) | ![preview 3](48/preview_3.png) | ![preview 4](48/preview_4.png) | ![preview 5](48/preview_5.png) | ![preview 6](48/preview_6.png) | N/A | N/A | | noise | 267 | [Download](-1/dataset.zip) | ![preview 1](-1/preview_1.png) | ![preview 2](-1/preview_2.png) | ![preview 3](-1/preview_3.png) | ![preview 4](-1/preview_4.png) | ![preview 5](-1/preview_5.png) | ![preview 6](-1/preview_6.png) | ![preview 7](-1/preview_7.png) | ![preview 8](-1/preview_8.png) |

[ -0.6923245191574097, -0.14908438920974731, 0.15869002044200897, 0.20909883081912994, -0.2510540187358856, -0.10676027089357376, -0.03020106814801693, -0.3733265697956085, 0.6577488780021667, 0.5410845279693604, -0.9637501239776611, -0.8579371571540833, -0.6969646215438843, 0.51340025663375...

null

remyxai/ffmperative_dpo

remyxai

2023-11-27T20:08:00Z

0

null

[ "region:us" ]

2023-11-27T20:08:00Z

2023-11-27T20:00:21.000Z

2023-11-27T20:00:21

--- configs: - config_name: default data_files: - split: train path: data/train-* dataset_info: features: - name: prompt dtype: string - name: chosen dtype: string - name: rejected dtype: string splits: - name: train num_bytes: 1178298 num_examples: 1500 download_size: 356757 dataset_size: 1178298 --- # Dataset Card for "ffmperative_dpo" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

[ -0.5124567151069641, -0.17184925079345703, 0.34174081683158875, 0.45840415358543396, -0.30223605036735535, 0.09660742431879044, 0.4273108243942261, -0.06050236150622368, 0.5427504777908325, 0.5256507992744446, -0.8799238204956055, -0.5577808618545532, -0.5793954133987427, -0.02846205420792...

null

BangumiBase/shinsekaiyori

BangumiBase

2023-11-27T21:35:09Z

0

null

[ "size_categories:1K<n<10K", "license:mit", "art", "region:us" ]

2023-11-27T21:35:09Z

2023-11-27T20:16:23.000Z

2023-11-27T20:16:23

--- license: mit tags: - art size_categories: - 1K<n<10K --- # Bangumi Image Base of Shinsekai Yori This is the image base of bangumi Shinsekai Yori, we detected 31 characters, 1618 images in total. The full dataset is [here](all.zip). **Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual.** If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability). Here is the characters' preview: | # | Images | Download | Preview 1 | Preview 2 | Preview 3 | Preview 4 | Preview 5 | Preview 6 | Preview 7 | Preview 8 | |:------|---------:|:---------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------| | 0 | 431 | [Download](0/dataset.zip) | ![preview 1](0/preview_1.png) | ![preview 2](0/preview_2.png) | ![preview 3](0/preview_3.png) | ![preview 4](0/preview_4.png) | ![preview 5](0/preview_5.png) | ![preview 6](0/preview_6.png) | ![preview 7](0/preview_7.png) | ![preview 8](0/preview_8.png) | | 1 | 90 | [Download](1/dataset.zip) | ![preview 1](1/preview_1.png) | ![preview 2](1/preview_2.png) | ![preview 3](1/preview_3.png) | ![preview 4](1/preview_4.png) | ![preview 5](1/preview_5.png) | ![preview 6](1/preview_6.png) | ![preview 7](1/preview_7.png) | ![preview 8](1/preview_8.png) | | 2 | 66 | [Download](2/dataset.zip) | ![preview 1](2/preview_1.png) | ![preview 2](2/preview_2.png) | ![preview 3](2/preview_3.png) | ![preview 4](2/preview_4.png) | ![preview 5](2/preview_5.png) | ![preview 6](2/preview_6.png) | ![preview 7](2/preview_7.png) | ![preview 8](2/preview_8.png) | | 3 | 19 | [Download](3/dataset.zip) | ![preview 1](3/preview_1.png) | ![preview 2](3/preview_2.png) | ![preview 3](3/preview_3.png) | ![preview 4](3/preview_4.png) | ![preview 5](3/preview_5.png) | ![preview 6](3/preview_6.png) | ![preview 7](3/preview_7.png) | ![preview 8](3/preview_8.png) | | 4 | 24 | [Download](4/dataset.zip) | ![preview 1](4/preview_1.png) | ![preview 2](4/preview_2.png) | ![preview 3](4/preview_3.png) | ![preview 4](4/preview_4.png) | ![preview 5](4/preview_5.png) | ![preview 6](4/preview_6.png) | ![preview 7](4/preview_7.png) | ![preview 8](4/preview_8.png) | | 5 | 18 | [Download](5/dataset.zip) | ![preview 1](5/preview_1.png) | ![preview 2](5/preview_2.png) | ![preview 3](5/preview_3.png) | ![preview 4](5/preview_4.png) | ![preview 5](5/preview_5.png) | ![preview 6](5/preview_6.png) | ![preview 7](5/preview_7.png) | ![preview 8](5/preview_8.png) | | 6 | 13 | [Download](6/dataset.zip) | ![preview 1](6/preview_1.png) | ![preview 2](6/preview_2.png) | ![preview 3](6/preview_3.png) | ![preview 4](6/preview_4.png) | ![preview 5](6/preview_5.png) | ![preview 6](6/preview_6.png) | ![preview 7](6/preview_7.png) | ![preview 8](6/preview_8.png) | | 7 | 19 | [Download](7/dataset.zip) | ![preview 1](7/preview_1.png) | ![preview 2](7/preview_2.png) | ![preview 3](7/preview_3.png) | ![preview 4](7/preview_4.png) | ![preview 5](7/preview_5.png) | ![preview 6](7/preview_6.png) | ![preview 7](7/preview_7.png) | ![preview 8](7/preview_8.png) | | 8 | 21 | [Download](8/dataset.zip) | ![preview 1](8/preview_1.png) | ![preview 2](8/preview_2.png) | ![preview 3](8/preview_3.png) | ![preview 4](8/preview_4.png) | ![preview 5](8/preview_5.png) | ![preview 6](8/preview_6.png) | ![preview 7](8/preview_7.png) | ![preview 8](8/preview_8.png) | | 9 | 14 | [Download](9/dataset.zip) | ![preview 1](9/preview_1.png) | ![preview 2](9/preview_2.png) | ![preview 3](9/preview_3.png) | ![preview 4](9/preview_4.png) | ![preview 5](9/preview_5.png) | ![preview 6](9/preview_6.png) | ![preview 7](9/preview_7.png) | ![preview 8](9/preview_8.png) | | 10 | 45 | [Download](10/dataset.zip) | ![preview 1](10/preview_1.png) | ![preview 2](10/preview_2.png) | ![preview 3](10/preview_3.png) | ![preview 4](10/preview_4.png) | ![preview 5](10/preview_5.png) | ![preview 6](10/preview_6.png) | ![preview 7](10/preview_7.png) | ![preview 8](10/preview_8.png) | | 11 | 14 | [Download](11/dataset.zip) | ![preview 1](11/preview_1.png) | ![preview 2](11/preview_2.png) | ![preview 3](11/preview_3.png) | ![preview 4](11/preview_4.png) | ![preview 5](11/preview_5.png) | ![preview 6](11/preview_6.png) | ![preview 7](11/preview_7.png) | ![preview 8](11/preview_8.png) | | 12 | 119 | [Download](12/dataset.zip) | ![preview 1](12/preview_1.png) | ![preview 2](12/preview_2.png) | ![preview 3](12/preview_3.png) | ![preview 4](12/preview_4.png) | ![preview 5](12/preview_5.png) | ![preview 6](12/preview_6.png) | ![preview 7](12/preview_7.png) | ![preview 8](12/preview_8.png) | | 13 | 29 | [Download](13/dataset.zip) | ![preview 1](13/preview_1.png) | ![preview 2](13/preview_2.png) | ![preview 3](13/preview_3.png) | ![preview 4](13/preview_4.png) | ![preview 5](13/preview_5.png) | ![preview 6](13/preview_6.png) | ![preview 7](13/preview_7.png) | ![preview 8](13/preview_8.png) | | 14 | 21 | [Download](14/dataset.zip) | ![preview 1](14/preview_1.png) | ![preview 2](14/preview_2.png) | ![preview 3](14/preview_3.png) | ![preview 4](14/preview_4.png) | ![preview 5](14/preview_5.png) | ![preview 6](14/preview_6.png) | ![preview 7](14/preview_7.png) | ![preview 8](14/preview_8.png) | | 15 | 69 | [Download](15/dataset.zip) | ![preview 1](15/preview_1.png) | ![preview 2](15/preview_2.png) | ![preview 3](15/preview_3.png) | ![preview 4](15/preview_4.png) | ![preview 5](15/preview_5.png) | ![preview 6](15/preview_6.png) | ![preview 7](15/preview_7.png) | ![preview 8](15/preview_8.png) | | 16 | 198 | [Download](16/dataset.zip) | ![preview 1](16/preview_1.png) | ![preview 2](16/preview_2.png) | ![preview 3](16/preview_3.png) | ![preview 4](16/preview_4.png) | ![preview 5](16/preview_5.png) | ![preview 6](16/preview_6.png) | ![preview 7](16/preview_7.png) | ![preview 8](16/preview_8.png) | | 17 | 33 | [Download](17/dataset.zip) | ![preview 1](17/preview_1.png) | ![preview 2](17/preview_2.png) | ![preview 3](17/preview_3.png) | ![preview 4](17/preview_4.png) | ![preview 5](17/preview_5.png) | ![preview 6](17/preview_6.png) | ![preview 7](17/preview_7.png) | ![preview 8](17/preview_8.png) | | 18 | 46 | [Download](18/dataset.zip) | ![preview 1](18/preview_1.png) | ![preview 2](18/preview_2.png) | ![preview 3](18/preview_3.png) | ![preview 4](18/preview_4.png) | ![preview 5](18/preview_5.png) | ![preview 6](18/preview_6.png) | ![preview 7](18/preview_7.png) | ![preview 8](18/preview_8.png) | | 19 | 15 | [Download](19/dataset.zip) | ![preview 1](19/preview_1.png) | ![preview 2](19/preview_2.png) | ![preview 3](19/preview_3.png) | ![preview 4](19/preview_4.png) | ![preview 5](19/preview_5.png) | ![preview 6](19/preview_6.png) | ![preview 7](19/preview_7.png) | ![preview 8](19/preview_8.png) | | 20 | 12 | [Download](20/dataset.zip) | ![preview 1](20/preview_1.png) | ![preview 2](20/preview_2.png) | ![preview 3](20/preview_3.png) | ![preview 4](20/preview_4.png) | ![preview 5](20/preview_5.png) | ![preview 6](20/preview_6.png) | ![preview 7](20/preview_7.png) | ![preview 8](20/preview_8.png) | | 21 | 12 | [Download](21/dataset.zip) | ![preview 1](21/preview_1.png) | ![preview 2](21/preview_2.png) | ![preview 3](21/preview_3.png) | ![preview 4](21/preview_4.png) | ![preview 5](21/preview_5.png) | ![preview 6](21/preview_6.png) | ![preview 7](21/preview_7.png) | ![preview 8](21/preview_8.png) | | 22 | 25 | [Download](22/dataset.zip) | ![preview 1](22/preview_1.png) | ![preview 2](22/preview_2.png) | ![preview 3](22/preview_3.png) | ![preview 4](22/preview_4.png) | ![preview 5](22/preview_5.png) | ![preview 6](22/preview_6.png) | ![preview 7](22/preview_7.png) | ![preview 8](22/preview_8.png) | | 23 | 40 | [Download](23/dataset.zip) | ![preview 1](23/preview_1.png) | ![preview 2](23/preview_2.png) | ![preview 3](23/preview_3.png) | ![preview 4](23/preview_4.png) | ![preview 5](23/preview_5.png) | ![preview 6](23/preview_6.png) | ![preview 7](23/preview_7.png) | ![preview 8](23/preview_8.png) | | 24 | 34 | [Download](24/dataset.zip) | ![preview 1](24/preview_1.png) | ![preview 2](24/preview_2.png) | ![preview 3](24/preview_3.png) | ![preview 4](24/preview_4.png) | ![preview 5](24/preview_5.png) | ![preview 6](24/preview_6.png) | ![preview 7](24/preview_7.png) | ![preview 8](24/preview_8.png) | | 25 | 12 | [Download](25/dataset.zip) | ![preview 1](25/preview_1.png) | ![preview 2](25/preview_2.png) | ![preview 3](25/preview_3.png) | ![preview 4](25/preview_4.png) | ![preview 5](25/preview_5.png) | ![preview 6](25/preview_6.png) | ![preview 7](25/preview_7.png) | ![preview 8](25/preview_8.png) | | 26 | 25 | [Download](26/dataset.zip) | ![preview 1](26/preview_1.png) | ![preview 2](26/preview_2.png) | ![preview 3](26/preview_3.png) | ![preview 4](26/preview_4.png) | ![preview 5](26/preview_5.png) | ![preview 6](26/preview_6.png) | ![preview 7](26/preview_7.png) | ![preview 8](26/preview_8.png) | | 27 | 8 | [Download](27/dataset.zip) | ![preview 1](27/preview_1.png) | ![preview 2](27/preview_2.png) | ![preview 3](27/preview_3.png) | ![preview 4](27/preview_4.png) | ![preview 5](27/preview_5.png) | ![preview 6](27/preview_6.png) | ![preview 7](27/preview_7.png) | ![preview 8](27/preview_8.png) | | 28 | 8 | [Download](28/dataset.zip) | ![preview 1](28/preview_1.png) | ![preview 2](28/preview_2.png) | ![preview 3](28/preview_3.png) | ![preview 4](28/preview_4.png) | ![preview 5](28/preview_5.png) | ![preview 6](28/preview_6.png) | ![preview 7](28/preview_7.png) | ![preview 8](28/preview_8.png) | | 29 | 5 | [Download](29/dataset.zip) | ![preview 1](29/preview_1.png) | ![preview 2](29/preview_2.png) | ![preview 3](29/preview_3.png) | ![preview 4](29/preview_4.png) | ![preview 5](29/preview_5.png) | N/A | N/A | N/A | | noise | 133 | [Download](-1/dataset.zip) | ![preview 1](-1/preview_1.png) | ![preview 2](-1/preview_2.png) | ![preview 3](-1/preview_3.png) | ![preview 4](-1/preview_4.png) | ![preview 5](-1/preview_5.png) | ![preview 6](-1/preview_6.png) | ![preview 7](-1/preview_7.png) | ![preview 8](-1/preview_8.png) |

[ -0.7077954411506653, -0.14336353540420532, 0.17307211458683014, 0.194778710603714, -0.24891960620880127, -0.07900189608335495, -0.0380915068089962, -0.39861223101615906, 0.6580953001976013, 0.5097334980964661, -0.9567834138870239, -0.8589252829551697, -0.6766756176948547, 0.523193776607513...

null

siddanshchawla/arithmetic_model2_super_v1

siddanshchawla

2023-11-27T20:19:36Z

0

null

[ "region:us" ]

2023-11-27T20:19:36Z

2023-11-27T20:18:50.000Z

2023-11-27T20:18:50

Entry not found

[ -0.3227645754814148, -0.22568479180335999, 0.8622263669967651, 0.43461522459983826, -0.52829909324646, 0.7012971639633179, 0.7915719747543335, 0.07618614286184311, 0.774603009223938, 0.2563217282295227, -0.7852813005447388, -0.22573819756507874, -0.9104475975036621, 0.5715674161911011, -...

null

pavitemple/Accident-Multiple-Labels-Single-Video

pavitemple

2023-11-27T20:36:27Z

0

null

[ "region:us" ]

2023-11-27T20:36:27Z

2023-11-27T20:25:10.000Z

2023-11-27T20:25:10

Entry not found

[ -0.3227645754814148, -0.22568479180335999, 0.8622263669967651, 0.43461522459983826, -0.52829909324646, 0.7012971639633179, 0.7915719747543335, 0.07618614286184311, 0.774603009223938, 0.2563217282295227, -0.7852813005447388, -0.22573819756507874, -0.9104475975036621, 0.5715674161911011, -...

null

breno30/PauloCarvalhoVoice

breno30

2023-11-27T20:26:41Z

0

null

[ "license:openrail", "region:us" ]

2023-11-27T20:26:41Z

2023-11-27T20:26:13.000Z

2023-11-27T20:26:13

--- license: openrail ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

hsienchen/CORD2

hsienchen

2023-11-27T20:46:57Z

0

null

[ "task_categories:text-generation", "size_categories:1K<n<10K", "language:ab", "license:mit", "biology", "region:us" ]

2023-11-27T20:46:57Z

2023-11-27T20:34:15.000Z

2023-11-27T20:34:15

--- license: mit task_categories: - text-generation language: - ab tags: - biology pretty_name: CORD2 size_categories: - 1K<n<10K ---

[ -0.1285335123538971, -0.1861683875322342, 0.6529128551483154, 0.49436232447624207, -0.19319400191307068, 0.23607441782951355, 0.36072009801864624, 0.05056373029947281, 0.5793656706809998, 0.7400146722793579, -0.650810182094574, -0.23784008622169495, -0.7102247476577759, -0.0478255338966846...

null

BangumiBase/vanitasnokarte

BangumiBase

2023-11-27T22:15:06Z

0

null

[ "size_categories:1K<n<10K", "license:mit", "art", "region:us" ]

2023-11-27T22:15:06Z

2023-11-27T20:36:56.000Z

2023-11-27T20:36:56

--- license: mit tags: - art size_categories: - 1K<n<10K --- # Bangumi Image Base of Vanitas No Karte This is the image base of bangumi Vanitas no Karte, we detected 31 characters, 2212 images in total. The full dataset is [here](all.zip). **Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual.** If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability). Here is the characters' preview: | # | Images | Download | Preview 1 | Preview 2 | Preview 3 | Preview 4 | Preview 5 | Preview 6 | Preview 7 | Preview 8 | |:------|---------:|:---------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------|:-------------------------------| | 0 | 446 | [Download](0/dataset.zip) | ![preview 1](0/preview_1.png) | ![preview 2](0/preview_2.png) | ![preview 3](0/preview_3.png) | ![preview 4](0/preview_4.png) | ![preview 5](0/preview_5.png) | ![preview 6](0/preview_6.png) | ![preview 7](0/preview_7.png) | ![preview 8](0/preview_8.png) | | 1 | 58 | [Download](1/dataset.zip) | ![preview 1](1/preview_1.png) | ![preview 2](1/preview_2.png) | ![preview 3](1/preview_3.png) | ![preview 4](1/preview_4.png) | ![preview 5](1/preview_5.png) | ![preview 6](1/preview_6.png) | ![preview 7](1/preview_7.png) | ![preview 8](1/preview_8.png) | | 2 | 47 | [Download](2/dataset.zip) | ![preview 1](2/preview_1.png) | ![preview 2](2/preview_2.png) | ![preview 3](2/preview_3.png) | ![preview 4](2/preview_4.png) | ![preview 5](2/preview_5.png) | ![preview 6](2/preview_6.png) | ![preview 7](2/preview_7.png) | ![preview 8](2/preview_8.png) | | 3 | 21 | [Download](3/dataset.zip) | ![preview 1](3/preview_1.png) | ![preview 2](3/preview_2.png) | ![preview 3](3/preview_3.png) | ![preview 4](3/preview_4.png) | ![preview 5](3/preview_5.png) | ![preview 6](3/preview_6.png) | ![preview 7](3/preview_7.png) | ![preview 8](3/preview_8.png) | | 4 | 20 | [Download](4/dataset.zip) | ![preview 1](4/preview_1.png) | ![preview 2](4/preview_2.png) | ![preview 3](4/preview_3.png) | ![preview 4](4/preview_4.png) | ![preview 5](4/preview_5.png) | ![preview 6](4/preview_6.png) | ![preview 7](4/preview_7.png) | ![preview 8](4/preview_8.png) | | 5 | 31 | [Download](5/dataset.zip) | ![preview 1](5/preview_1.png) | ![preview 2](5/preview_2.png) | ![preview 3](5/preview_3.png) | ![preview 4](5/preview_4.png) | ![preview 5](5/preview_5.png) | ![preview 6](5/preview_6.png) | ![preview 7](5/preview_7.png) | ![preview 8](5/preview_8.png) | | 6 | 102 | [Download](6/dataset.zip) | ![preview 1](6/preview_1.png) | ![preview 2](6/preview_2.png) | ![preview 3](6/preview_3.png) | ![preview 4](6/preview_4.png) | ![preview 5](6/preview_5.png) | ![preview 6](6/preview_6.png) | ![preview 7](6/preview_7.png) | ![preview 8](6/preview_8.png) | | 7 | 14 | [Download](7/dataset.zip) | ![preview 1](7/preview_1.png) | ![preview 2](7/preview_2.png) | ![preview 3](7/preview_3.png) | ![preview 4](7/preview_4.png) | ![preview 5](7/preview_5.png) | ![preview 6](7/preview_6.png) | ![preview 7](7/preview_7.png) | ![preview 8](7/preview_8.png) | | 8 | 13 | [Download](8/dataset.zip) | ![preview 1](8/preview_1.png) | ![preview 2](8/preview_2.png) | ![preview 3](8/preview_3.png) | ![preview 4](8/preview_4.png) | ![preview 5](8/preview_5.png) | ![preview 6](8/preview_6.png) | ![preview 7](8/preview_7.png) | ![preview 8](8/preview_8.png) | | 9 | 42 | [Download](9/dataset.zip) | ![preview 1](9/preview_1.png) | ![preview 2](9/preview_2.png) | ![preview 3](9/preview_3.png) | ![preview 4](9/preview_4.png) | ![preview 5](9/preview_5.png) | ![preview 6](9/preview_6.png) | ![preview 7](9/preview_7.png) | ![preview 8](9/preview_8.png) | | 10 | 16 | [Download](10/dataset.zip) | ![preview 1](10/preview_1.png) | ![preview 2](10/preview_2.png) | ![preview 3](10/preview_3.png) | ![preview 4](10/preview_4.png) | ![preview 5](10/preview_5.png) | ![preview 6](10/preview_6.png) | ![preview 7](10/preview_7.png) | ![preview 8](10/preview_8.png) | | 11 | 11 | [Download](11/dataset.zip) | ![preview 1](11/preview_1.png) | ![preview 2](11/preview_2.png) | ![preview 3](11/preview_3.png) | ![preview 4](11/preview_4.png) | ![preview 5](11/preview_5.png) | ![preview 6](11/preview_6.png) | ![preview 7](11/preview_7.png) | ![preview 8](11/preview_8.png) | | 12 | 46 | [Download](12/dataset.zip) | ![preview 1](12/preview_1.png) | ![preview 2](12/preview_2.png) | ![preview 3](12/preview_3.png) | ![preview 4](12/preview_4.png) | ![preview 5](12/preview_5.png) | ![preview 6](12/preview_6.png) | ![preview 7](12/preview_7.png) | ![preview 8](12/preview_8.png) | | 13 | 38 | [Download](13/dataset.zip) | ![preview 1](13/preview_1.png) | ![preview 2](13/preview_2.png) | ![preview 3](13/preview_3.png) | ![preview 4](13/preview_4.png) | ![preview 5](13/preview_5.png) | ![preview 6](13/preview_6.png) | ![preview 7](13/preview_7.png) | ![preview 8](13/preview_8.png) | | 14 | 12 | [Download](14/dataset.zip) | ![preview 1](14/preview_1.png) | ![preview 2](14/preview_2.png) | ![preview 3](14/preview_3.png) | ![preview 4](14/preview_4.png) | ![preview 5](14/preview_5.png) | ![preview 6](14/preview_6.png) | ![preview 7](14/preview_7.png) | ![preview 8](14/preview_8.png) | | 15 | 481 | [Download](15/dataset.zip) | ![preview 1](15/preview_1.png) | ![preview 2](15/preview_2.png) | ![preview 3](15/preview_3.png) | ![preview 4](15/preview_4.png) | ![preview 5](15/preview_5.png) | ![preview 6](15/preview_6.png) | ![preview 7](15/preview_7.png) | ![preview 8](15/preview_8.png) | | 16 | 67 | [Download](16/dataset.zip) | ![preview 1](16/preview_1.png) | ![preview 2](16/preview_2.png) | ![preview 3](16/preview_3.png) | ![preview 4](16/preview_4.png) | ![preview 5](16/preview_5.png) | ![preview 6](16/preview_6.png) | ![preview 7](16/preview_7.png) | ![preview 8](16/preview_8.png) | | 17 | 94 | [Download](17/dataset.zip) | ![preview 1](17/preview_1.png) | ![preview 2](17/preview_2.png) | ![preview 3](17/preview_3.png) | ![preview 4](17/preview_4.png) | ![preview 5](17/preview_5.png) | ![preview 6](17/preview_6.png) | ![preview 7](17/preview_7.png) | ![preview 8](17/preview_8.png) | | 18 | 40 | [Download](18/dataset.zip) | ![preview 1](18/preview_1.png) | ![preview 2](18/preview_2.png) | ![preview 3](18/preview_3.png) | ![preview 4](18/preview_4.png) | ![preview 5](18/preview_5.png) | ![preview 6](18/preview_6.png) | ![preview 7](18/preview_7.png) | ![preview 8](18/preview_8.png) | | 19 | 64 | [Download](19/dataset.zip) | ![preview 1](19/preview_1.png) | ![preview 2](19/preview_2.png) | ![preview 3](19/preview_3.png) | ![preview 4](19/preview_4.png) | ![preview 5](19/preview_5.png) | ![preview 6](19/preview_6.png) | ![preview 7](19/preview_7.png) | ![preview 8](19/preview_8.png) | | 20 | 19 | [Download](20/dataset.zip) | ![preview 1](20/preview_1.png) | ![preview 2](20/preview_2.png) | ![preview 3](20/preview_3.png) | ![preview 4](20/preview_4.png) | ![preview 5](20/preview_5.png) | ![preview 6](20/preview_6.png) | ![preview 7](20/preview_7.png) | ![preview 8](20/preview_8.png) | | 21 | 9 | [Download](21/dataset.zip) | ![preview 1](21/preview_1.png) | ![preview 2](21/preview_2.png) | ![preview 3](21/preview_3.png) | ![preview 4](21/preview_4.png) | ![preview 5](21/preview_5.png) | ![preview 6](21/preview_6.png) | ![preview 7](21/preview_7.png) | ![preview 8](21/preview_8.png) | | 22 | 40 | [Download](22/dataset.zip) | ![preview 1](22/preview_1.png) | ![preview 2](22/preview_2.png) | ![preview 3](22/preview_3.png) | ![preview 4](22/preview_4.png) | ![preview 5](22/preview_5.png) | ![preview 6](22/preview_6.png) | ![preview 7](22/preview_7.png) | ![preview 8](22/preview_8.png) | | 23 | 55 | [Download](23/dataset.zip) | ![preview 1](23/preview_1.png) | ![preview 2](23/preview_2.png) | ![preview 3](23/preview_3.png) | ![preview 4](23/preview_4.png) | ![preview 5](23/preview_5.png) | ![preview 6](23/preview_6.png) | ![preview 7](23/preview_7.png) | ![preview 8](23/preview_8.png) | | 24 | 39 | [Download](24/dataset.zip) | ![preview 1](24/preview_1.png) | ![preview 2](24/preview_2.png) | ![preview 3](24/preview_3.png) | ![preview 4](24/preview_4.png) | ![preview 5](24/preview_5.png) | ![preview 6](24/preview_6.png) | ![preview 7](24/preview_7.png) | ![preview 8](24/preview_8.png) | | 25 | 55 | [Download](25/dataset.zip) | ![preview 1](25/preview_1.png) | ![preview 2](25/preview_2.png) | ![preview 3](25/preview_3.png) | ![preview 4](25/preview_4.png) | ![preview 5](25/preview_5.png) | ![preview 6](25/preview_6.png) | ![preview 7](25/preview_7.png) | ![preview 8](25/preview_8.png) | | 26 | 32 | [Download](26/dataset.zip) | ![preview 1](26/preview_1.png) | ![preview 2](26/preview_2.png) | ![preview 3](26/preview_3.png) | ![preview 4](26/preview_4.png) | ![preview 5](26/preview_5.png) | ![preview 6](26/preview_6.png) | ![preview 7](26/preview_7.png) | ![preview 8](26/preview_8.png) | | 27 | 5 | [Download](27/dataset.zip) | ![preview 1](27/preview_1.png) | ![preview 2](27/preview_2.png) | ![preview 3](27/preview_3.png) | ![preview 4](27/preview_4.png) | ![preview 5](27/preview_5.png) | N/A | N/A | N/A | | 28 | 8 | [Download](28/dataset.zip) | ![preview 1](28/preview_1.png) | ![preview 2](28/preview_2.png) | ![preview 3](28/preview_3.png) | ![preview 4](28/preview_4.png) | ![preview 5](28/preview_5.png) | ![preview 6](28/preview_6.png) | ![preview 7](28/preview_7.png) | ![preview 8](28/preview_8.png) | | 29 | 10 | [Download](29/dataset.zip) | ![preview 1](29/preview_1.png) | ![preview 2](29/preview_2.png) | ![preview 3](29/preview_3.png) | ![preview 4](29/preview_4.png) | ![preview 5](29/preview_5.png) | ![preview 6](29/preview_6.png) | ![preview 7](29/preview_7.png) | ![preview 8](29/preview_8.png) | | noise | 277 | [Download](-1/dataset.zip) | ![preview 1](-1/preview_1.png) | ![preview 2](-1/preview_2.png) | ![preview 3](-1/preview_3.png) | ![preview 4](-1/preview_4.png) | ![preview 5](-1/preview_5.png) | ![preview 6](-1/preview_6.png) | ![preview 7](-1/preview_7.png) | ![preview 8](-1/preview_8.png) |

[ -0.6841486096382141, -0.14901933073997498, 0.13960954546928406, 0.2687844932079315, -0.27456530928611755, -0.12377516180276871, -0.03722521290183067, -0.3985692262649536, 0.6377546787261963, 0.559124767780304, -0.9407161474227905, -0.8788195848464966, -0.6720170974731445, 0.552771866321563...

null

ikhandel/watermelon

ikhandel

2023-11-28T19:06:16Z

0

null

[ "region:us" ]

2023-11-28T19:06:16Z

2023-11-27T20:36:58.000Z

2023-11-27T20:36:58

Entry not found

[ -0.3227645754814148, -0.22568479180335999, 0.8622263669967651, 0.43461522459983826, -0.52829909324646, 0.7012971639633179, 0.7915719747543335, 0.07618614286184311, 0.774603009223938, 0.2563217282295227, -0.7852813005447388, -0.22573819756507874, -0.9104475975036621, 0.5715674161911011, -...

null

Lam-ia/Wikipedia-Euskera

Lam-ia

2023-11-27T20:46:31Z

0

null

[ "task_categories:text-generation", "size_categories:n<1K", "language:eu", "license:apache-2.0", "region:us" ]

2023-11-27T20:46:31Z

2023-11-27T20:41:21.000Z

2023-11-27T20:41:21

--- license: apache-2.0 task_categories: - text-generation language: - eu pretty_name: tiny-basque-demo size_categories: - n<1K ---

[ -0.12853392958641052, -0.18616779148578644, 0.6529127955436707, 0.49436280131340027, -0.19319361448287964, 0.23607419431209564, 0.36072003841400146, 0.050563063472509384, 0.579365611076355, 0.7400140762329102, -0.6508104205131531, -0.23783954977989197, -0.7102249264717102, -0.0478260256350...

null

hsienchen/CORD-T1

hsienchen

2023-11-27T21:38:17Z

0

null

[ "task_categories:token-classification", "size_categories:1K<n<10K", "language:ab", "license:apache-2.0", "medical", "region:us" ]

2023-11-27T21:38:17Z

2023-11-27T20:57:00.000Z

2023-11-27T20:57:00

--- license: apache-2.0 task_categories: - token-classification language: - ab tags: - medical pretty_name: CORD2 size_categories: - 1K<n<10K --- # CORD-T1 dataset_info: features: - name: image dtype: image splits: - name: train num_bytes: 57404876 num_examples: 21 download_size: 57334757 dataset_size: 57404876 configs: - config_name: default data_files: - split: train path: data/train-* license: mit task_categories: - token-classification language: - ak tags: - medical pretty_name: CORD-T1 size_categories: - 1K<n<10K ---

[ -0.6699866056442261, -0.08844375610351562, -0.014851435087621212, 0.3024148643016815, -0.9593561291694641, 0.3055092394351959, 0.13435272872447968, -0.01652761548757553, 0.456450492143631, 0.25566357374191284, -0.5383703708648682, -0.5964117646217346, -0.5998766422271729, -0.08481329679489...

null

sandeep12345/stack_dataset

sandeep12345

2023-11-27T21:03:08Z

0

null

[ "region:us" ]

2023-11-27T21:03:08Z

2023-11-27T21:01:25.000Z

2023-11-27T21:01:25

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null

Blucky/Rimuru_4.5

Blucky

2023-11-27T21:10:07Z

0

null

[ "region:us" ]

2023-11-27T21:10:07Z

2023-11-27T21:09:06.000Z

2023-11-27T21:09:06

Entry not found

[ -0.32276472449302673, -0.22568407654762268, 0.8622258901596069, 0.4346148371696472, -0.5282984972000122, 0.7012965679168701, 0.7915717363357544, 0.07618629932403564, 0.7746022939682007, 0.2563222646713257, -0.785281777381897, -0.22573848068714142, -0.9104482531547546, 0.5715669393539429, ...

null