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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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+
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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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+
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+ # Omanic
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+
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+
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+ The dataset contains two splits:
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+
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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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+
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+ Each row is a single 4-hop reasoning instance.
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+
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+
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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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+
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+
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+
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+ ## Data Fields
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+
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+ Each example contains the following top-level keys:
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+
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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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+
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+ Here, `StepX` refers to the X-th sub-question in `single_hop`.
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+
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+
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+ ### `single_hop`
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+
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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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+
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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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+
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+
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+
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+ ## Example Schema
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+
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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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+
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+ ## Contact
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+
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+ For any inquiries or possible collaboration, please reach out at **peettherapynoys@gmail.com**
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+
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+ ## Citation
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+
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+ If you find Omanic useful for your research and applications, please cite:
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+
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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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+ ```