--- license: apache-2.0 configs: - config_name: aidayago2 data_files: - split: train path: aidayago2/train-* - split: validation path: aidayago2/validation-* - split: test path: aidayago2/test-* - config_name: blink data_files: - split: train path: blink/train-* - config_name: cweb data_files: - split: validation path: cweb/validation-* - split: test path: cweb/test-* - config_name: eli5 data_files: - split: train path: eli5/train-* - split: validation path: eli5/validation-* - split: test path: eli5/test-* - config_name: fever data_files: - split: train path: fever/train-* - split: validation path: fever/validation-* - split: test path: fever/test-* - config_name: hotpotqa data_files: - split: train path: hotpotqa/train-* - split: validation path: hotpotqa/validation-* - split: test path: hotpotqa/test-* - config_name: nq data_files: - split: train path: nq/train-* - split: validation path: nq/validation-* - split: test path: nq/test-* - config_name: structured_zeroshot data_files: - split: train path: structured_zeroshot/train-* - split: validation path: structured_zeroshot/validation-* - split: test path: structured_zeroshot/test-* - config_name: trex data_files: - split: train path: trex/train-* - split: validation path: trex/validation-* - split: test path: trex/test-* - config_name: triviaqa data_files: - split: train path: triviaqa/train-* - split: validation path: triviaqa/validation-* - split: test path: triviaqa/test-* - config_name: wned data_files: - split: validation path: wned/validation-* - split: test path: wned/test-* - config_name: wow data_files: - split: train path: wow/train-* - split: validation path: wow/validation-* - split: test path: wow/test-* dataset_info: - config_name: aidayago2 features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 55864609 num_examples: 18395 - name: validation num_bytes: 15955325 num_examples: 4784 - name: test num_bytes: 12471688 num_examples: 4463 download_size: 18666928 dataset_size: 84291622 - config_name: blink features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 175321157 num_examples: 100000 download_size: 111935980 dataset_size: 175321157 - config_name: cweb features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: validation num_bytes: 51475085 num_examples: 5599 - name: test num_bytes: 56279580 num_examples: 5543 download_size: 23161761 dataset_size: 107754665 - config_name: eli5 features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 609110956 num_examples: 200000 - name: validation num_bytes: 12214766 num_examples: 1507 - name: test num_bytes: 769699 num_examples: 600 download_size: 381533571 dataset_size: 622095421 - config_name: fever features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 130671464 num_examples: 104966 - name: validation num_bytes: 13054824 num_examples: 10444 - name: test num_bytes: 12535921 num_examples: 10100 download_size: 86214810 dataset_size: 156262209 - config_name: hotpotqa features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 118290457 num_examples: 88869 - name: validation num_bytes: 7385175 num_examples: 5600 - name: test num_bytes: 7236506 num_examples: 5569 download_size: 92994403 dataset_size: 132912138 - config_name: nq features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 111181156 num_examples: 87372 - name: validation num_bytes: 3699165 num_examples: 2837 - name: test num_bytes: 1805683 num_examples: 1444 download_size: 73218512 dataset_size: 116686004 - config_name: structured_zeroshot features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 188554112 num_examples: 147909 - name: validation num_bytes: 4754817 num_examples: 3724 - name: test num_bytes: 6242056 num_examples: 4966 download_size: 128366579 dataset_size: 199550985 - config_name: trex features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 267341864 num_examples: 200000 - name: validation num_bytes: 6672336 num_examples: 5000 - name: test num_bytes: 6292578 num_examples: 5000 download_size: 205161484 dataset_size: 280306778 - config_name: triviaqa features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 112256098 num_examples: 61817 - name: validation num_bytes: 9990772 num_examples: 5355 - name: test num_bytes: 8343733 num_examples: 6578 download_size: 75758558 dataset_size: 130590603 - config_name: wned features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: validation num_bytes: 10296438 num_examples: 3396 - name: test num_bytes: 10594837 num_examples: 3376 download_size: 6055450 dataset_size: 20891275 - config_name: wow features: - name: query dtype: string - name: query_id dtype: string - name: answers sequence: string - name: context_doc_ids sequence: string splits: - name: train num_bytes: 108554875 num_examples: 63734 - name: validation num_bytes: 5183194 num_examples: 3054 - name: test num_bytes: 4704307 num_examples: 2944 download_size: 63159586 dataset_size: 118442376 --- # KILT Benchmark with Top-k Retrieval Results This dataset is a modified version of the [KILT Benchmark](https://github.com/facebookresearch/KILT) from the paper "KILT: a benchmark for knowledge intensive language tasks". It includes additional top-k retrieval results used in the paper "[Chain-of-Retrieval Augmented Generation](https://arxiv.org/pdf/2501.14342)". ## Differences from the Original KILT Dataset The primary difference is the addition of the `context_doc_ids` field. This field provides the IDs of the top-k documents retrieved during the CoRAG experiments. You can use these IDs to retrieve the corresponding document content from the `corag/kilt-corpus` dataset at [https://huggingface.co/datasets/corag/kilt-corpus](https://huggingface.co/datasets/corag/kilt-corpus). ## Fields - `query_id`: The ID of the query. - `query`: The text of the query. - `answers`: The answers to the query. - `context_doc_ids`: The IDs of the top-k documents retrieved for the query. ## Usage To use this dataset, you can load it using the Hugging Face `datasets` library: ```python from datasets import load_dataset dataset = load_dataset("corag/kilt", "hotpotqa", split="train") print(dataset) print(dataset[0]) ``` ## Caveats 1. Due to issues with ID mapping, a small number of questions are missing from the TriviaQA dataset. However, this is expected to have a negligible impact on overall evaluation metrics. ## References ``` @inproceedings{petroni2021kilt, title={KILT: a benchmark for knowledge intensive language tasks}, author={Petroni, Fabio and Lewis, Patrick and Rockt{\"a}schel, Tim and Riedel, Sebastian and Yih, Wen-tau}, booktitle={Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, pages={1113--1131}, year={2021} } @article{wang2025chain, title={Chain-of-Retrieval Augmented Generation}, author={Wang, Liang and Chen, Haonan and Yang, Nan and Huang, Xiaolong and Dou, Zhicheng and Wei, Furu}, journal={arXiv preprint arXiv:2501.14342}, year={2025} } ```