mixed-modality-search commited on
Commit
eb5dd79
·
verified ·
1 Parent(s): a09887f

Upload folder using huggingface_hub

Browse files
.dataset_config.json ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "configs": [
3
+ {
4
+ "config_name": "MSCOCO",
5
+ "data_files": {
6
+ "query": "MSCOCO/queries.parquet",
7
+ "corpus": "MSCOCO/corpus.parquet",
8
+ "mixed_corpus": "MSCOCO/mixed_corpus.parquet"
9
+ }
10
+ },
11
+ {
12
+ "config_name": "Google_WIT",
13
+ "data_files": {
14
+ "query": "Google_WIT/queries.parquet",
15
+ "corpus": "Google_WIT/corpus.parquet",
16
+ "mixed_corpus": "Google_WIT/mixed_corpus.parquet"
17
+ }
18
+ },
19
+ {
20
+ "config_name": "VisualNews",
21
+ "data_files": {
22
+ "query": "VisualNews/queries.parquet",
23
+ "corpus": "VisualNews/corpus.parquet",
24
+ "mixed_corpus": "VisualNews/mixed_corpus.parquet"
25
+ }
26
+ },
27
+ {
28
+ "config_name": "OVEN",
29
+ "data_files": {
30
+ "query": "OVEN/queries.parquet",
31
+ "corpus": "OVEN/corpus.parquet",
32
+ "mixed_corpus": "OVEN/mixed_corpus.parquet"
33
+ }
34
+ }
35
+ ]
36
+ }
37
+
Google_WIT/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e83d78732bab1e6198b906e90d2619463294b5f21b404dc0639da80547a01873
3
+ size 1637895
Google_WIT/corpus/chunk_0.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:daa436bf3aeae182c001fa6ed2dc9456c2aa604a5df22840c6c9ba02ba46651b
3
+ size 578285872
Google_WIT/corpus/chunk_1.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:121d4f573876f257b1c37de0532020d07bf25309aee21d85bf53912746d27a10
3
+ size 517069448
Google_WIT/corpus/chunk_2.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:364ea5185708e7c702a5bacd7c50822ef3b2cd0129ee11985b22ad4a792cffbb
3
+ size 548849484
Google_WIT/corpus/chunk_3.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c492d70e35257dd83125baeb3b58a694e9e6b50f48da42565c1842ff4d682508
3
+ size 509620116
Google_WIT/corpus/chunk_4.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c15d1eccfc732751de7e1259aee9d9e88f146a2940dfea5e7a4eeb5c32c11d1a
3
+ size 258752302
Google_WIT/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0847eab1743571234946e3dec3cffe740c07ff6018e0104585ba6275c69a4f9d
3
+ size 1089615
Google_WIT/mixed_corpus/chunk_0.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1a57817d01afdfc7a87c2f03ead0c07245328ec054049e138c8e9d5a5390406a
3
+ size 383586277
Google_WIT/mixed_corpus/chunk_1.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8cfe0a19a3866a73ca328ecea540cb72cf59eb1a4bfaf34795921a7282342620
3
+ size 333329044
Google_WIT/mixed_corpus/chunk_2.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fca1e76bcbbef51ef17debeb3921ace0bb9648ece94bac2536d150517919ed06
3
+ size 358723774
Google_WIT/mixed_corpus/chunk_3.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7b25eb9e4d6c0f9bf93f4472ae5e7330cf6fdd4b805f5a27958378aad783f161
3
+ size 344153401
Google_WIT/mixed_corpus/chunk_4.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2ebae29a6f5d300eb0ebe079c494f986d69886be862f8436946ded41c9e23b82
3
+ size 172759385
Google_WIT/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2e673dc0662fd563254e4d2867619f414966e4c743f89474350e166dad6d57cc
3
+ size 55393
Google_WIT/queries/chunk_0.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2e673dc0662fd563254e4d2867619f414966e4c743f89474350e166dad6d57cc
3
+ size 55393
MSCOCO/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7a8d58da7b7e760a87322e7274452a44015a9fd25198e7d79d75a6ef31c3549d
3
+ size 50838809
MSCOCO/corpus/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7a8d58da7b7e760a87322e7274452a44015a9fd25198e7d79d75a6ef31c3549d
3
+ size 50838809
MSCOCO/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e5771f9196ebeec111f5f8ab50a9c54ed261484746f8b36175c83a6ea3ee242b
3
+ size 33728095
MSCOCO/mixed_corpus/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e5771f9196ebeec111f5f8ab50a9c54ed261484746f8b36175c83a6ea3ee242b
3
+ size 33728095
MSCOCO/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:30a76c886c1fb2b79039d11ddd9334e6f1910781124ea0a788c256b2098a9092
3
+ size 38053
MSCOCO/queries/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:30a76c886c1fb2b79039d11ddd9334e6f1910781124ea0a788c256b2098a9092
3
+ size 38053
MSCOCO/queries_part0.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a4e09806b48669e9589b44d90e2c1b643bce7f3b6bc386de767a851517f6fd79
3
+ size 37508
OVEN/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d36b5ca1c0d91b080b34ab2b4294568e4f47eb6b1686cc1035189825c476b8cf
3
+ size 228516
OVEN/corpus/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:178bd89731a5e5731577c51a8a61da92fa2dad13b6616074a0b391d845fc191a
3
+ size 10269327
OVEN/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:36b2e6979058556defca10afe2df8809ed046f22246d860f7e3f16c08db52467
3
+ size 177459
OVEN/mixed_corpus/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e0dcf8fd04a3b199a537792f37f669376478a9be5d7052b582f7b3b5832c7dd1
3
+ size 8271904
OVEN/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bfd93045cedbfb8843a48fbc9c312cffb261d8f2c3b5a12d9858eb025a4b20e7
3
+ size 11183
OVEN/queries/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bbbcef645a92ef6f9985d55b17cb5c17237eb1837474891d4eca761371bbe8c0
3
+ size 14939718
README.md ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ pretty_name: MixBench
4
+ task_categories:
5
+ - text-ranking
6
+ task_ids:
7
+ - document-retrieval
8
+ language:
9
+ - en
10
+ multilinguality: monolingual
11
+ annotations_creators:
12
+ - machine-generated
13
+ dataset_creator: Binxu Li et al.
14
+ dataset_info:
15
+ features:
16
+ - name: id
17
+ dtype: string
18
+ - name: text
19
+ dtype: string
20
+ - name: image
21
+ dtype: image
22
+ configs:
23
+ - config_name: MSCOCO
24
+ data_files:
25
+ - split: queries
26
+ path: MSCOCO/queries.parquet
27
+ - split: corpus
28
+ path: MSCOCO/corpus.parquet
29
+ - split: mixed_corpus
30
+ path: MSCOCO/mixed_corpus.parquet
31
+ - config_name: Google_WIT
32
+ data_files:
33
+ - split: queries
34
+ path: Google_WIT/queries.parquet
35
+ - split: corpus
36
+ path: Google_WIT/corpus.parquet
37
+ - split: mixed_corpus
38
+ path: Google_WIT/mixed_corpus.parquet
39
+ - config_name: VisualNews
40
+ data_files:
41
+ - split: queries
42
+ path: VisualNews/queries.parquet
43
+ - split: corpus
44
+ path: VisualNews/corpus.parquet
45
+ - split: mixed_corpus
46
+ path: VisualNews/mixed_corpus.parquet
47
+ - config_name: OVEN
48
+ data_files:
49
+ - split: queries
50
+ path: OVEN/queries.parquet
51
+ - split: corpus
52
+ path: OVEN/corpus.parquet
53
+ - split: mixed_corpus
54
+ path: OVEN/mixed_corpus.parquet
55
+ tags:
56
+ - retrieval
57
+ - image
58
+ - text
59
+ - multimodal
60
+ - benchmark
61
+ ---
62
+
63
+ # MixBench: A Benchmark for Mixed Modality Retrieval
64
+
65
+ **MixBench** is a benchmark for evaluating retrieval across text, images, and multimodal documents. It is designed to test how well retrieval models handle queries and documents that span different modalities, such as pure text, pure images, and combined image+text inputs.
66
+
67
+ MixBench includes **four subsets**, each curated from a different data source:
68
+
69
+ - **MSCOCO**
70
+ - **Google_WIT**
71
+ - **VisualNews**
72
+ - **OVEN**
73
+
74
+ Each subset contains:
75
+
76
+ - `queries.jsonl`: each entry contains a `query_id`, `text`, and/or `image`
77
+ - `mixed_corpus.jsonl`: each entry contains a `corpus_id`, a `text` or an `image` or a multimodal document (`text` and `image`)
78
+ - `qrels.tsv`: a tab-separated list of relevant query-document pairs (`query_id`, `corpus_id`, `score=1`)
79
+ - `corpus.jsonl`: the original corpus
80
+
81
+ This benchmark supports diverse retrieval settings including unimodal-to-multimodal and cross-modal search.
82
+
83
+ ---
84
+
85
+ ## 🔄 Load Example
86
+
87
+ You can load a specific subset of MixBench using the `name` argument:
88
+
89
+ ```python
90
+ from datasets import load_dataset
91
+
92
+ # Load the MSCOCO subset
93
+ ds_query = load_dataset("andy0207/mixbench", name="MSCOCO", split='query')
94
+ ds_corpus = load_dataset("andy0207/mixbench", name="MSCOCO", split='mixed_corpus')
95
+ ds_query = load_dataset("andy0207/mixbench", name="MSCOCO", split='qrel')
96
+ # Load other subsets (corpus)
97
+ ds_gwit = load_dataset("andy0207/mixbench", name="Google_WIT", split='mixed_corpus')
98
+ ds_news = load_dataset("andy0207/mixbench", name="VisualNews",split='mixed_corpus')
99
+ ds_oven = load_dataset("andy0207/mixbench", name="OVEN", split='mixed_corpus')
VisualNews/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a85acd4a7e3fdcf8425f392350013c8de67cecda7059e00fdebb40e70365386f
3
+ size 349579
VisualNews/corpus/corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:948f638787dff23674546c5ed0ede1a117c54216601610878f3e7550a78f9fd7
3
+ size 26030164
VisualNews/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fcde0755697414335ba7531e4dddf8ef43b4345a2cd9dbed00928180c75ac46e
3
+ size 237353
VisualNews/mixed_corpus/mixed_corpus.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:364c8273c6f7811730f042f98cfdea9126a251b3a518e67ca4d74c1a3f281705
3
+ size 16285099
VisualNews/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0128c7ce1cbd9f1ec8bf3603d809d131f9ed1565d5f2d8cae43b03325d06fd1b
3
+ size 91856
VisualNews/queries/queries.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ddafc5d18819fd8d6bf27067f1395e912416a29e8795022e424f4f4b8acfa5ec
3
+ size 92267