task_categories:
- text-retrieval
- sentence-similarity
- text-classification
language:
- vi
- zh
tags:
- IR
- Rerank
- Information Retrival
size_categories:
- 1M<n<10M
configs:
- config_name: qrels.train
data_files: qrels.train.tsv
- config_name: qrels.dev
data_files:
- split: train
path: data_qrels.dev.tsv
- config_name: qrels.retrieval.train
data_files:
- split: train
path: qrels.retrieval.train.tsv
- config_name: qrels.retrieval.dev
data_files:
- split: train
path: data_qrels.retrieval.dev.tsv
- config_name: collection
data_files:
- split: train
path:
- collection_json_0_vi.tsv
- collection_json_1_vi.tsv
- collection_json_2_vi.tsv
- collection_json_3_vi.tsv
- collection_json_4_vi.tsv
- collection_json_5_vi.tsv
- collection_json_6_vi.tsv
- collection_json_7_vi.tsv
- collection_json_8_vi.tsv
- collection_json_9_vi.tsv
- config_name: queries.train
data_files:
- split: train
path:
- data_queries.train_json_vi.tsv
- config_name: queries.dev
data_files:
- split: train
path:
- data_queries.dev_json_vi.tsv
- config_name: queries.test
data_files:
- split: train
path:
- data_queries.test_json_vi.tsv
- config_name: train.bm25.tsv
data_files:
- split: train
path:
- train.bm25.tsv
- config_name: train.mined.tsv
data_files:
- split: train
path:
- train.mined.tsv
license: apache-2.0
π 5CD-AI/Vietnamese-THUIR-T2Ranking-gg-translated
π Overview
Vietnamese-THUIR-T2Ranking-gg-translated is a large-scale dataset for passage ranking in Vietnamese.
It is translated from the original THUIR/T2Ranking [1] using Google Translate, inspired by the approach of mMARCO [2].
The dataset aims to provide a large-scale dataset for research and applications in Information Retrieval (IR) in Vietnamese.
In IR, passage ranking is an essential and challenging task, typically involving two stages:
- π Passage retrieval β retrieving candidate passages.
- π Passage re-ranking β re-ordering candidates for final ranking.
π₯ Data Download
Data files follow the same structure as the original:
| π Description | ποΈ Filename | π’ Num Records | π Format |
|---|---|---|---|
| Collection | collection_json_*_vi.tsv | 2,303,643 | tsv: pid, text_zh, text_vi |
| Queries Train | data_queries.train_json_vi.tsv | 258,042 | tsv: qid, text_zh, text_vi |
| Queries Dev | data_queries.dev_json_vi.tsv | 24,832 | tsv: qid, text_zh, text_vi |
| Queries Test | data_queries.test_json_vi.tsv | 24,832 | tsv: qid, text_zh, text_vi |
| Qrels Train for re-ranking | qrels.train.tsv | 1,613,421 | TREC qrels format |
| Qrels Dev for re-ranking | qrels.dev.tsv | 400,536 | TREC qrels format |
| Qrels Retrieval Train | qrels.retrieval.train.tsv | 744,663 | tsv: qid, pid |
| Qrels Retrieval Dev | qrels.retrieval.dev.tsv | 118,933 | tsv: qid, pid |
| BM25 Negatives | train.bm25.tsv | 200,359,731 | tsv: qid, pid, index |
| Hard Negatives | train.mined.tsv | 200,376,001 | tsv: qid, pid, index, score |
π How to download
git lfs install
git clone https://huggingface.co/datasets/5CD-AI/Vietnamese-THUIR-T2Ranking-gg-translated
π Folder structure:
βββ collection_json_*_vi.tsv
βββ data_queries.train_json_vi.tsv
βββ data_queries.dev_json_vi.tsv
βββ data_queries.test_json_vi.tsv
βββ qrels.train.tsv
βββ qrels.dev.tsv
βββ qrels.retrieval.train.tsv
βββ qrels.retrieval.dev.tsv
βββ train.bm25.tsv
βββ train.mined.tsv
ποΈ Notes
- β οΈ This dataset was translated using Google Translate, so some translations may be imperfect or unnatural.
π Reference
[1] X. Xie et al., T2Ranking: A Large-scale Chinese Benchmark for Passage Ranking, in Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR β23), ACM, pp. 2681β2690, 2023. doi: 10.1145/3539618.3591874.
[2] L. H. Bonifacio et al., mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset, arXiv preprint arXiv:2108.13897, 2021.