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Datasets:
ibm-research
/
MultiHierttRetrieval

Tasks:
Text Retrieval
Modalities:
Text
Formats:
json
Sub-tasks:
document-retrieval
Languages:
English
Size:
10K - 100K
Tags:
table-retrieval
text
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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Files changed (7) hide show
  1. .gitattributes +1 -0
  2. README.md +128 -3
  3. corpus.jsonl +3 -0
  4. dev_qid_uid.tsv +1069 -0
  5. dev_qrels.jsonl +1068 -0
  6. dev_qrels.tsv +1069 -0
  7. dev_queries.jsonl +0 -0
.gitattributes CHANGED
@@ -57,3 +57,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ corpus.jsonl filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,3 +1,128 @@
1
- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ annotations_creators:
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+ - derived
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+ language:
5
+ - eng
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+ license: cc-by-4.0
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+ multilinguality: monolingual
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+ task_categories:
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+ - text-retrieval
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+ task_ids:
11
+ - document-retrieval
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+ tags:
13
+ - table-retrieval
14
+ - text
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+ pretty_name: MultiHierTT
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+ config_names:
17
+ - default
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+ - queries
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+ - corpus
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+
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+ dataset_info:
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+ - config_name: default
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+ features:
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+ - name: qid
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+ dtype: string
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+ - name: did
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+ dtype: string
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+ - name: score
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+ dtype: int32
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+ splits:
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+ - name: dev
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+ num_bytes: 45922
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+ num_examples: 1068
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+ - config_name: queries
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+ features:
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+ - name: _id
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+ dtype: string
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+ - name: text
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+ dtype: string
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+ splits:
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+ - name: dev_queries
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+ num_bytes: 212136
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+ num_examples: 929
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+ - config_name: corpus
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+ features:
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+ - name: _id
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+ dtype: string
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+ - name: title
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+ dtype: string
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+ - name: text
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+ dtype: string
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+ splits:
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+ - name: corpus
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+ num_bytes: 33851099
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+ num_examples: 9902
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+
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: dev
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+ path: dev_qrels.jsonl
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+ - config_name: queries
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+ data_files:
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+ - split: dev_queries
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+ path: dev_queries.jsonl
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+ - config_name: corpus
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+ data_files:
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+ - split: corpus
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+ path: corpus.jsonl
70
+ ---
71
+
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+ # MultiHierTT Retrieval
73
+
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+ This dataset is part of a Table + Text retrieval benchmark. Includes queries and relevance judgments across dev split(s), with corpus in 1 format(s): `corpus`.
75
+
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+ ## Configs
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+
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+ | Config | Description | Split(s) |
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+ |---|---|---|
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+ | `default` | Relevance judgments (qrels): `qid`, `did`, `score` | `dev` |
81
+ | `queries` | Query IDs and text | `dev_queries` |
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+ | `corpus` | Plain text corpus: `_id`, `title`, `text` | `corpus` |
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+
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+ ## TableIR Benchmark Statistics
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+
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+ | Dataset | Structured | #Train | #Dev | #Test | #Corpus |
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+ |---|:---:|---:|---:|---:|---:|
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+ | OpenWikiTables | ✓ | 53.8k | 6.6k | 6.6k | 24.7k |
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+ | NQTables | ✓ | 9.6k | 1.1k | 1k | 170k |
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+ | FeTaQA | ✓ | 7.3k | 1k | 2k | 10.3k |
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+ | OTT-QA (small) | ✓ | 41.5k | 2.2k | -- | 8.8k |
92
+ | MultiHierTT | ✗ | -- | 929 | -- | 9.9k |
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+ | AIT-QA | ✗ | -- | -- | 515 | 1.9k |
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+ | StatcanRetrieval | ✗ | -- | -- | 870 | 5.9k |
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+ | watsonxDocsQA | ✗ | -- | -- | 30 | 1.1k |
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+
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+ ## Citation
98
+
99
+ If you use **TableIR Eval: Table-Text IR Evaluation Collection**, please cite:
100
+
101
+ ```bibtex
102
+ @misc{doshi2026tableir,
103
+ title = {TableIR Eval: Table-Text IR Evaluation Collection},
104
+ author = {Doshi, Meet and Boni, Odellia and Kumar, Vishwajeet and Sen, Jaydeep and Joshi, Sachindra},
105
+ year = {2026},
106
+ institution = {IBM Research},
107
+ howpublished = {https://huggingface.co/collections/ibm-research/table-text-ir-evaluation},
108
+ note = {Hugging Face dataset collection}
109
+ }
110
+ ```
111
+
112
+ All credit goes to original authors. Please cite their work:
113
+ ```bibtex
114
+ @inproceedings{zhao-etal-2022-multihiertt,
115
+ title = "{M}ulti{H}iertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data",
116
+ author = "Zhao, Yilun and
117
+ Li, Yunxiang and
118
+ Li, Chenying and
119
+ Zhang, Rui",
120
+ booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
121
+ month = may,
122
+ year = "2022",
123
+ address = "Dublin, Ireland",
124
+ publisher = "Association for Computational Linguistics",
125
+ url = "https://aclanthology.org/2022.acl-long.454",
126
+ pages = "6588--6600",
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+ }
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+ ```
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+ size 33851099
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dev_queries.jsonl ADDED
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