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README.md
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---
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license: mit
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configs:
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- config_name: default
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---
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---
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license: mit
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configs:
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- config_name: default
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data_files:
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- split: OmanicSynth
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path: OmanicSynth.jsonl
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- split: OmanicBench
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path: OmanicBench.jsonl
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---
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# Omanic
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The dataset contains two splits:
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- `OmanicSynth`: 10,296 machine-generated training examples.
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- `OmanicBench`: 967 expert-reviewed, human-annotated evaluation examples.
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Each row is a single 4-hop reasoning instance.
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For more details, please refer to the paper: [Omanic: Towards Step-wise Evaluation of Multi-hop Reasoning in Large Language Models](https://arxiv.org/abs/2603.16654).
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## Data Fields
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Each example contains the following top-level keys:
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- `id`: A unique example identifier.
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- `single_hop`: A list of decomposed single-hop sub-questions that form the reasoning chain. In Omanic, this chain is typically 4 hops long.
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- `multi_hop_question`: The final multi-hop question.
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- `multi_hop_answer`: The gold final answer to the multi-hop question.
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- `multiple_choice_options`: The final answer options for the multi-hop question. In the Omanic, these are the same as the options for the last single-hop question.
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- `correct_answer_label`: The correct option label for the final multi-hop question, typically one of `A`, `B`, `C`, or `D`.
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- `motif_type`: The reasoning graph topology of the multi_hop_question. Common values include `Bridge`, `Chain`, and `Converging`.
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- `Bridge`: the answer to `Step1` must appear in the question for `Step2`, and the answers to `Step2` and `Step3` must both appear in the question for `Step4`.
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- `Chain`: each step's question must contain the answer from the immediately preceding step.
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- `Converging`: the answers to `Step1` and `Step2` must both appear in the question for `Step3`, and the answer to `Step3` must appear in the question for `Step4`.
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Here, `StepX` refers to the X-th sub-question in `single_hop`.
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### `single_hop`
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`single_hop` is a list of 4 sinle-hop questions. Each element describes one intermediate reasoning step and typically contains:
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- `question`: The single-hop sub-question for this reasoning step.
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- `answer`: The gold answer to this sub-question.
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- `multiple_choice_options`: The multiple-choice options for this hop.
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- `correct_answer_label`: The correct option label for this hop.
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- `domain`: The semantic domain assigned to this hop, such as history, science, economics, or culture. This element is present for every hop except the first one.
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## Example Schema
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```json
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{
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"id": "551573_631365_53191",
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"single_hop": [
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{
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"question": "Who is the author of Candida?",
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"answer": "George Bernard Shaw",
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"multiple_choice_options": {
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"A": "Anton Chekhov",
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"B": "Henrik Ibsen",
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"C": "George Bernard Shaw",
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"D": "Oscar Wilde"
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},
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"correct_answer_label": "C"
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},
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{
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"question": "What is the country of citizenship of George Bernard Shaw?",
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"answer": "Ireland",
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"multiple_choice_options": {
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"A": "Scotland",
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"B": "England",
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"C": "Ireland",
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"D": "United Kingdom"
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},
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"correct_answer_label": "C",
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"domain": "History and Literature"
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},
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{
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"question": "How many distinct 3-member committees can be formed from a group of 7 candidates?",
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"answer": "35",
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"multiple_choice_options": {
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"A": "21",
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"B": "35",
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"C": "42",
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"D": "28"
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},
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"correct_answer_label": "B",
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"domain": "Mathematics and Logic"
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},
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{
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"question": "In Ireland, which political party was founded 35 years before 1968?",
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"answer": "Fine Gael",
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"multiple_choice_options": {
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"A": "Fine Gael",
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"B": "Labour Party",
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"C": "Fianna Fáil",
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"D": "Sinn Féin"
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},
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"correct_answer_label": "A",
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"domain": "History and Literature"
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}
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],
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"multi_hop_question": "In the country of citizenship of the author of Candida, which political party was founded the same number of years before 1968 as the number of distinct 3-member committees that can be formed from a group of 7 candidates?",
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"multi_hop_answer": "Fine Gael",
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"multiple_choice_options": {
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"A": "Fine Gael",
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"B": "Labour Party",
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"C": "Fianna Fáil",
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"D": "Sinn Féin"
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},
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"correct_answer_label": "A",
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"motif_type": "Chain"
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}
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```
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## Contact
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For any inquiries or possible collaboration, please reach out at **peettherapynoys@gmail.com**
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## Citation
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If you find Omanic useful for your research and applications, please cite:
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```bibtex
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@article{gu2026omanic,
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title={Omanic: Towards Step-wise Evaluation of Multi-hop Reasoning in Large Language Models},
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author={Gu, Xiaojie and Tong, Sherry T and Feng, Aosong and Han, Sophia Simeng and Lu, Jinghui and Chen, Yingjian and Iwasawa, Yusuke and Matsuo, Yutaka and Park, Chanjun and Ying, Rex and Li, Irene},
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journal={arXiv preprint arXiv:2603.16654},
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year={2026}
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}
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```
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