Update README.md

README.md

@@ -15,4 +15,63 @@ configs:
   default: true
 - config_name: unverified
   data_files: "data/without_human_verification.json"
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+---
+
+# MoreHopQA: More Than Multi-hop Reasoning
+
+<!-- Provide a quick summary of the dataset. -->
+
+We propose a new multi-hop dataset, MoreHopQA, which shifts from extractive to generative answers. Our dataset is created by utilizing three existing multi-hop datasets: [HotpotQA](https://github.com/hotpotqa/hotpot), [2Wiki-MultihopQA](https://github.com/Alab-NII/2wikimultihop), and [MuSiQue](https://github.com/StonyBrookNLP/musique). Instead of relying solely on factual reasoning, we enhance the existing multi-hop questions by adding another layer of questioning.
+
+<div align="center">
+<img src="figures/overall-1.png" style="width:50%">
+</div>
+
+## Dataset Details
+
+### Dataset Description
+
+<!-- Provide a longer summary of what this dataset is. -->
+
+Our dataset is created through a semi-automated process, resulting in a dataset with 1118 samples that have undergone human verification.  
+For each sample, we share our 6 evaluation cases, including the new question, the original question, all the necessary subquestions, and a composite question from the second entity to the final answer (case 3 above).
+We share both a version where each question was verified by a human, and a larger, solely automatically generated version ("unverified"). We recommend to primarily use the human-verified version.
+
+- **Curated by:** Aizawa Lab, National Institute of Informatics (NII), Tokyo, Japan
+- **Language(s) (NLP):** English
+- <p xmlns:cc="http://creativecommons.org/ns#" xmlns:dct="http://purl.org/dc/terms/"><b>License:</b> The <a property="dct:title" rel="cc:attributionURL" href="https://github.com/Alab-NII/morehopqa">MorehopQA</a> dataset is licensed under <a href="https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1" target="_blank" rel="license noopener noreferrer" style="display:inline-block;">CC BY 4.0</a></p>
+
+
+
+### Dataset Sources
+
+<!-- Provide the basic links for the dataset. -->
+
+- **Repository:** [github.com/Alab-NII/morehopqa](https://github.com/Alab-NII/morehopqa)
+- **Paper:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the dataset is intended to be used. -->
+We provide our dataset to the community and hope that other researchers find it a useful tool to analyze and improve the multi-hop reasoning capabilities of their models. MoreHopQA is designed to challenge systems with complex queries requiring synthesis from multiple sources, thereby advancing the field in understanding and generating nuanced, context-rich responses. Additionally, we aim for this dataset to spur further innovation in reasoning models, helping to bridge the gap between human-like understanding and AI capabilities.
+
+## Dataset Structure
+
+<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
+
+We share both a version where each question was verified by a human, and a larger, solely automatically generated version ("unverified"). We recommend to primarily use the human-verified version, which is also the default option when loading the dataset.
+
+## Dataset Creation
+
+### Source Data
+
+<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
+Our dataset is created by utilizing three existing multi-hop datasets: [HotpotQA](https://github.com/hotpotqa/hotpot), [2Wiki-MultihopQA](https://github.com/Alab-NII/2wikimultihop), and [MuSiQue](https://github.com/StonyBrookNLP/musique)
+
+## Citation
+
+If you find this dataset helpful, please consider citing our paper
+
+**BibTeX:**
+
+[More Information Needed]