dataset stringclasses 1
value | example_id stringlengths 10 10 | group_id stringlengths 10 10 | input dict | source dict | reviewer_scores dict | target_descriptors dict | targets dict | split_seed int64 1.23k 1.23k | split stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|
CreativeEval | 0aR1s9YxoL | 0aR1s9YxoL | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Deep reinforcement learning (DRL) has seen impressive success across many domains thanks to the powerful capabilities of deep neural networks. However, research has revealed a signifi... | {
"paper_id": "0aR1s9YxoL",
"cohort_label": "creative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
3
],
"soundness": [
3,
3,
3,
3
],
"presentation": [
3,
4,
3,
3
],
"overall_score": [
6,
6,
6,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 3,
"presentation_mean": 3.25,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 0i6Z9N5MLY | 0i6Z9N5MLY | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "We investigate finite-sum monotone inclusion problems, where the goal is to find a vector u* in a Euclidean space that satisfies the inclusion 0 ∈ F(u*) + G(u*). Here, F is a monotone... | {
"paper_id": "0i6Z9N5MLY",
"cohort_label": "creative",
"pairing_group": "9",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
2
],
"soundness": [
3,
3,
3
],
"presentation": [
3,
2,
3
],
"overall_score": [
6,
6,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6666666666666665,
"soundness_mean": 3,
"presentation_mean": 2.6666666666666665,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 0jsfesDZDq | 0jsfesDZDq | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Recurrent Spiking Neural Networks (RSNNs) are inspired by the human brain’s way of processing information, using spikes to efficiently learn and handle spatio-temporal data. Recent re... | {
"paper_id": "0jsfesDZDq",
"cohort_label": "creative",
"pairing_group": "9",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
3
],
"soundness": [
3,
3,
3,
3
],
"presentation": [
2,
3,
3,
3
],
"overall_score": [
5,
8,
8,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 3,
"presentation_mean": 2.75,
"overall_score_mean": 6.75
} | 1,234 | train |
CreativeEval | 0t1O8ziRZp | 0t1O8ziRZp | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Modern chips are designed using advanced electronic design automation (EDA) tools that automatically transform logic functions written in hardware description languages like Verilog i... | {
"paper_id": "0t1O8ziRZp",
"cohort_label": "creative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
3,
2,
2
],
"soundness": [
4,
2,
2,
2,
3
],
"presentation": [
4,
3,
3,
3,
3
],
"overall_score": [
8,
6,
6,
5,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.4,
"soundness_mean": 2.6,
"presentation_mean": 3.2,
"overall_score_mean": 6.2
} | 1,234 | train |
CreativeEval | 0tWTxYYPnW | 0tWTxYYPnW | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Encoding human preferences and values into interactive learning systems is essential for ensuring that these systems are both safe and socially beneficial. Modern machine learning mod... | {
"paper_id": "0tWTxYYPnW",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
3,
2
],
"soundness": [
3,
3,
3,
2
],
"presentation": [
2,
3,
3,
3
],
"overall_score": [
6,
8,
6,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 2.75,
"presentation_mean": 2.75,
"overall_score_mean": 6.25
} | 1,234 | train |
CreativeEval | 0w42S2Gp70 | 0w42S2Gp70 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Comparing data items and understanding their similarity has long been a fundamental challenge in computer science. Traditionally, metrics such as ℓp norms have been used to compare da... | {
"paper_id": "0w42S2Gp70",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
2
],
"soundness": [
3,
3,
2
],
"presentation": [
3,
3,
2
],
"overall_score": [
6,
5,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6666666666666665,
"soundness_mean": 2.6666666666666665,
"presentation_mean": 2.6666666666666665,
"overall_score_mean": 5.333333333333333
} | 1,234 | train |
CreativeEval | 0ypXhS83Lh | 0ypXhS83Lh | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Deep reinforcement learning (RL) has demonstrated its effectiveness in developing optimal strategies for environments with complex dynamics. However, because of the large parameter se... | {
"paper_id": "0ypXhS83Lh",
"cohort_label": "uncreative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
4,
2,
3
],
"soundness": [
3,
3,
3
],
"presentation": [
3,
3,
3
],
"overall_score": [
6,
3,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 3,
"soundness_mean": 3,
"presentation_mean": 3,
"overall_score_mean": 5
} | 1,234 | train |
CreativeEval | 1CPta0bfN2 | 1CPta0bfN2 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Efficient and accurate nearest neighbor search is essential for applications such as retrieval, classification in large output spaces, and non-parametric models in machine learning. I... | {
"paper_id": "1CPta0bfN2",
"cohort_label": "creative",
"pairing_group": "9",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
3
],
"soundness": [
3,
3,
4,
3
],
"presentation": [
2,
4,
3,
2
],
"overall_score": [
5,
6,
8,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 3.25,
"presentation_mean": 2.75,
"overall_score_mean": 6.25
} | 1,234 | train |
CreativeEval | 1JPfHljXL4 | 1JPfHljXL4 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "When minimizing a function, stochastic gradient descent (SGD) iteratively updates the current point by subtracting the product of a learning rate and a (possibly stochastic) sub-gradi... | {
"paper_id": "1JPfHljXL4",
"cohort_label": "uncreative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
2,
3,
4
],
"soundness": [
2,
3,
3,
4,
4
],
"presentation": [
3,
3,
3,
3,
3
],
"overall_score": [
5,
6,
5,
5,
8
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.8,
"soundness_mean": 3.2,
"presentation_mean": 3,
"overall_score_mean": 5.8
} | 1,234 | train |
CreativeEval | 1JiIKjcwrr | 1JiIKjcwrr | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Heterogeneous information networks (HINs) have recently gained significant attention in fields such as social media analysis, recommendation systems, and biomedical databases because ... | {
"paper_id": "1JiIKjcwrr",
"cohort_label": "uncreative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
3
],
"soundness": [
4,
2,
3
],
"presentation": [
4,
2,
3
],
"overall_score": [
6,
3,
3
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6666666666666665,
"soundness_mean": 3,
"presentation_mean": 3,
"overall_score_mean": 4
} | 1,234 | train |
CreativeEval | 1NHgmKqOzZ | 1NHgmKqOzZ | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Our work introduces a multi-stage dataset distillation framework that iteratively creates small synthetic subsets which, when combined, capture the full training dynamics of the compl... | {
"paper_id": "1NHgmKqOzZ",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
2
],
"soundness": [
3,
3,
2
],
"presentation": [
3,
3,
2
],
"overall_score": [
8,
5,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6666666666666665,
"soundness_mean": 2.6666666666666665,
"presentation_mean": 2.6666666666666665,
"overall_score_mean": 6.333333333333333
} | 1,234 | train |
CreativeEval | 1V1QQYARmd | 1V1QQYARmd | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Identifying out-of-distribution examples has many applications in machine learning, such as fraud detection in credit cards and insurance claims, fault detection in critical systems, ... | {
"paper_id": "1V1QQYARmd",
"cohort_label": "uncreative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
2,
4
],
"soundness": [
2,
2,
2,
4
],
"presentation": [
1,
3,
2,
4
],
"overall_score": [
3,
6,
5,
8
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.5,
"soundness_mean": 2.5,
"presentation_mean": 2.5,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 1XDG1Z5Nhk | 1XDG1Z5Nhk | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Large-scale pre-training across various applications has demonstrated the importance of scalable, cost-effective models. Recent advances in sparsely activated networks, known as Mixtu... | {
"paper_id": "1XDG1Z5Nhk",
"cohort_label": "uncreative",
"pairing_group": "9",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
3,
2
],
"soundness": [
3,
3,
3,
3
],
"presentation": [
3,
2,
3,
3
],
"overall_score": [
3,
6,
5,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.25,
"soundness_mean": 3,
"presentation_mean": 2.75,
"overall_score_mean": 4.75
} | 1,234 | train |
CreativeEval | 1YO4EE3SPB | 1YO4EE3SPB | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Diffusion models, such as Stable Diffusion, have become a fundamental component of modern visual foundation models. One important application of these models is using them as priors f... | {
"paper_id": "1YO4EE3SPB",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
3,
3
],
"soundness": [
2,
2,
3,
3
],
"presentation": [
2,
3,
3,
3
],
"overall_score": [
5,
5,
6,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 3,
"soundness_mean": 2.5,
"presentation_mean": 2.75,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 1hhja8ZxcP | 1hhja8ZxcP | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Simulations based on partial differential equations (PDEs), especially those involving turbulent fluid flows, are essential for applications in medicine, climate research, and enginee... | {
"paper_id": "1hhja8ZxcP",
"cohort_label": "uncreative",
"pairing_group": "1",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
2,
1
],
"soundness": [
2,
2,
2,
3
],
"presentation": [
3,
2,
3,
3
],
"overall_score": [
5,
5,
5,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 1.75,
"soundness_mean": 2.25,
"presentation_mean": 2.75,
"overall_score_mean": 5
} | 1,234 | train |
CreativeEval | 1mjsP8RYAw | 1mjsP8RYAw | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Recent years have seen a growing interest in automated fact verification as misleading and false claims become more prevalent. This challenge has driven the development of fully autom... | {
"paper_id": "1mjsP8RYAw",
"cohort_label": "creative",
"pairing_group": "9",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
3,
2
],
"soundness": [
3,
3,
3,
4,
3
],
"presentation": [
2,
2,
3,
4,
3
],
"overall_score": [
6,
6,
5,
8,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6,
"soundness_mean": 3.2,
"presentation_mean": 2.8,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 1pTlvxIfuV | 1pTlvxIfuV | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Diffusion-based generative models have recently achieved remarkable progress in producing high-quality, photorealistic images and have been successfully extended to other modalities, ... | {
"paper_id": "1pTlvxIfuV",
"cohort_label": "uncreative",
"pairing_group": "14",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
4,
2,
2,
3
],
"soundness": [
4,
3,
3,
4
],
"presentation": [
4,
3,
2,
4
],
"overall_score": [
8,
5,
3,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 3.5,
"presentation_mean": 3.25,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 25VG15SnkH | 25VG15SnkH | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "The recent success of large language models and diffusion models has demonstrated that leveraging vast amounts of text and image data can dramatically improve the performance of deep ... | {
"paper_id": "25VG15SnkH",
"cohort_label": "uncreative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
1,
2
],
"soundness": [
4,
2,
3,
2
],
"presentation": [
4,
3,
3,
3
],
"overall_score": [
6,
3,
3,
3
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2,
"soundness_mean": 2.75,
"presentation_mean": 3.25,
"overall_score_mean": 3.75
} | 1,234 | train |
CreativeEval | 27YiINkhw3 | 27YiINkhw3 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Augmenting large language models with external tools enables them to solve complex problems. Modern models can interact with a range of tools including retrievers, RESTful APIs, progr... | {
"paper_id": "27YiINkhw3",
"cohort_label": "uncreative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
1,
2,
3,
3
],
"soundness": [
2,
3,
3,
4
],
"presentation": [
2,
3,
3,
4
],
"overall_score": [
5,
5,
6,
8
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.25,
"soundness_mean": 3,
"presentation_mean": 3,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 28L2FCtMWq | 28L2FCtMWq | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Recent advances in text-to-image generation have been driven by large-scale text-image datasets and diffusion models, making it possible to produce high-quality images from textual de... | {
"paper_id": "28L2FCtMWq",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
3
],
"soundness": [
2,
3,
4,
2
],
"presentation": [
2,
3,
3,
2
],
"overall_score": [
6,
6,
8,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 2.75,
"presentation_mean": 2.5,
"overall_score_mean": 6.5
} | 1,234 | train |
CreativeEval | 28kAFnQZ5V | 28kAFnQZ5V | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "The Transformer architecture, renowned for its robust attention mechanism, has achieved extraordinary success across a wide range of natural language processing tasks such as named en... | {
"paper_id": "28kAFnQZ5V",
"cohort_label": "uncreative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
2
],
"soundness": [
3,
3,
2
],
"presentation": [
3,
3,
2
],
"overall_score": [
5,
6,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.3333333333333335,
"soundness_mean": 2.6666666666666665,
"presentation_mean": 2.6666666666666665,
"overall_score_mean": 5.333333333333333
} | 1,234 | train |
CreativeEval | 2C3CWCPxNS | 2C3CWCPxNS | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Numerical methods like finite difference and finite element techniques discretize partial differential equations (PDEs) into systems of linear equations, providing approximate solutio... | {
"paper_id": "2C3CWCPxNS",
"cohort_label": "uncreative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
2,
3
],
"soundness": [
2,
3,
1,
4
],
"presentation": [
3,
3,
2,
3
],
"overall_score": [
5,
6,
3,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.5,
"soundness_mean": 2.5,
"presentation_mean": 2.75,
"overall_score_mean": 5
} | 1,234 | train |
CreativeEval | 2Ed7b52z53 | 2Ed7b52z53 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Quaternions are four-dimensional extensions of complex numbers with a wide range of applications, from computer graphics, robotics, and quantum mechanics to representing rotations in ... | {
"paper_id": "2Ed7b52z53",
"cohort_label": "uncreative",
"pairing_group": "4",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
1,
1,
2
],
"soundness": [
4,
1,
3
],
"presentation": [
3,
1,
3
],
"overall_score": [
5,
1,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 1.3333333333333333,
"soundness_mean": 2.6666666666666665,
"presentation_mean": 2.3333333333333335,
"overall_score_mean": 3.6666666666666665
} | 1,234 | train |
CreativeEval | 2JF8mJRJ7M | 2JF8mJRJ7M | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Recent advances in visual representation learning have been driven by large-scale contrastive vision‐language pre-training. A notable example is the Contrastive Language-Image Pre-tra... | {
"paper_id": "2JF8mJRJ7M",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
2,
3
],
"soundness": [
3,
3,
2,
3
],
"presentation": [
3,
2,
2,
3
],
"overall_score": [
6,
6,
5,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.25,
"soundness_mean": 2.75,
"presentation_mean": 2.5,
"overall_score_mean": 5.75
} | 1,234 | train |
CreativeEval | 2NpAw2QJBY | 2NpAw2QJBY | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Recent developments in robotics and artificial intelligence have led to increasingly automated warehouse logistics. In many warehouses, hundreds or even thousands of mobile robots are... | {
"paper_id": "2NpAw2QJBY",
"cohort_label": "creative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
3,
3
],
"soundness": [
3,
2,
3,
3
],
"presentation": [
4,
3,
3,
3
],
"overall_score": [
6,
3,
6,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 2.75,
"presentation_mean": 3.25,
"overall_score_mean": 5.25
} | 1,234 | train |
CreativeEval | 2Rwq6c3tvr | 2Rwq6c3tvr | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "The recent advent of Transformer networks has ushered in a new era in Natural Language Processing with the development of large language models (LLMs). These models have demonstrated ... | {
"paper_id": "2Rwq6c3tvr",
"cohort_label": "creative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
3
],
"soundness": [
3,
3,
3,
2
],
"presentation": [
3,
3,
3,
3
],
"overall_score": [
6,
8,
8,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 2.75,
"presentation_mean": 3,
"overall_score_mean": 7
} | 1,234 | train |
CreativeEval | 2XkTz7gdpc | 2XkTz7gdpc | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Graphs are mathematical structures used to represent relational data through sets of nodes and edges. This abstraction is widely employed in various domains such as social networks, p... | {
"paper_id": "2XkTz7gdpc",
"cohort_label": "creative",
"pairing_group": "4",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
2
],
"soundness": [
3,
3,
3,
2
],
"presentation": [
2,
2,
2,
2
],
"overall_score": [
6,
5,
8,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.5,
"soundness_mean": 2.75,
"presentation_mean": 2,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 2dHmhoWweE | 2dHmhoWweE | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Improving optimization methods in deep learning is crucial for enhancing model performance. One important insight is the connection between the flatness of the loss landscape and gene... | {
"paper_id": "2dHmhoWweE",
"cohort_label": "uncreative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
2,
3
],
"soundness": [
3,
2,
3,
4
],
"presentation": [
3,
2,
3,
4
],
"overall_score": [
3,
3,
5,
8
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.25,
"soundness_mean": 3,
"presentation_mean": 3,
"overall_score_mean": 4.75
} | 1,234 | train |
CreativeEval | 2inBuwTyL2 | 2inBuwTyL2 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "A key aspect of many robotic manipulation tasks is deciding how objects should move to achieve a goal. Often, these tasks rely on understanding the relationships between objects—a con... | {
"paper_id": "2inBuwTyL2",
"cohort_label": "creative",
"pairing_group": "1",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
3
],
"soundness": [
2,
2,
3
],
"presentation": [
3,
2,
3
],
"overall_score": [
6,
6,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.3333333333333335,
"soundness_mean": 2.3333333333333335,
"presentation_mean": 2.6666666666666665,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 2msbbX3ydD | 2msbbX3ydD | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "In vision-language learning, enabling spatial understanding in models is a fundamental research challenge. Two key capabilities emerge from this challenge: referring and grounding. Re... | {
"paper_id": "2msbbX3ydD",
"cohort_label": "creative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
3
],
"soundness": [
3,
2,
3
],
"presentation": [
3,
3,
3
],
"overall_score": [
6,
6,
8
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 3,
"soundness_mean": 2.6666666666666665,
"presentation_mean": 3,
"overall_score_mean": 6.666666666666667
} | 1,234 | train |
CreativeEval | 32camXjW25 | 32camXjW25 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "In real-world recognition applications, imbalanced datasets with long-tailed label distributions—where a few categories (head classes) have many more samples than others (tail classes... | {
"paper_id": "32camXjW25",
"cohort_label": "uncreative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
3,
2
],
"soundness": [
2,
3,
3,
2
],
"presentation": [
2,
3,
3,
2
],
"overall_score": [
5,
6,
6,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.5,
"soundness_mean": 2.5,
"presentation_mean": 2.5,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 34STseLBrQ | 34STseLBrQ | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Enforcing invariance in neural network architectures has become a widely used principle in designing deep learning models. In particular, when learning functions that take sets as inp... | {
"paper_id": "34STseLBrQ",
"cohort_label": "creative",
"pairing_group": "13",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
3,
3
],
"soundness": [
4,
3,
3,
4
],
"presentation": [
3,
2,
3,
3
],
"overall_score": [
8,
8,
8,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 3,
"soundness_mean": 3.5,
"presentation_mean": 2.75,
"overall_score_mean": 7.25
} | 1,234 | train |
CreativeEval | 381QSrWdF2 | 381QSrWdF2 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "The stochastic gradient descent (SGD) algorithm updates the model parameters by taking a step in the opposite direction of the gradient estimated from a random minibatch of data. Two ... | {
"paper_id": "381QSrWdF2",
"cohort_label": "uncreative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
4,
2,
3
],
"soundness": [
2,
4,
3,
4
],
"presentation": [
2,
4,
3,
4
],
"overall_score": [
3,
8,
5,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 3.25,
"presentation_mean": 3.25,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 39HaKNXpsu | 39HaKNXpsu | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Inverse problems occur in many areas such as computer vision, biomedical imaging, and scientific applications, where the goal is to recover a clean signal from noisy, degraded observa... | {
"paper_id": "39HaKNXpsu",
"cohort_label": "uncreative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
2,
2,
3
],
"soundness": [
2,
2,
3,
3
],
"presentation": [
3,
2,
3,
4
],
"overall_score": [
5,
5,
6,
8
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.25,
"soundness_mean": 2.5,
"presentation_mean": 3,
"overall_score_mean": 6
} | 1,234 | train |
CreativeEval | 3IyC5lQTSi | 3IyC5lQTSi | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Artificial Intelligence technologies are increasingly used as decision-making tools in various domains such as credit scoring, criminal risk assessment, and college admissions. When m... | {
"paper_id": "3IyC5lQTSi",
"cohort_label": "uncreative",
"pairing_group": "8",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
3
],
"soundness": [
4,
3,
3
],
"presentation": [
3,
2,
2
],
"overall_score": [
6,
5,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6666666666666665,
"soundness_mean": 3.3333333333333335,
"presentation_mean": 2.3333333333333335,
"overall_score_mean": 5.666666666666667
} | 1,234 | train |
CreativeEval | 3KDbIWT26J | 3KDbIWT26J | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Modern neural machine translation (NMT) systems rely heavily on both the quality and volume of available parallel corpora. Systems trained in low-resource or unsupervised settings typ... | {
"paper_id": "3KDbIWT26J",
"cohort_label": "creative",
"pairing_group": "10",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
3,
3,
3
],
"soundness": [
3,
3,
3,
3
],
"presentation": [
3,
4,
3,
3
],
"overall_score": [
6,
6,
5,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 3,
"soundness_mean": 3,
"presentation_mean": 3.25,
"overall_score_mean": 5.75
} | 1,234 | train |
CreativeEval | 3LFy3dUS86 | 3LFy3dUS86 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Aerial object detection involves identifying and categorizing objects such as vehicles and airplanes in aerial images. As aerial imagery becomes increasingly available, this area has ... | {
"paper_id": "3LFy3dUS86",
"cohort_label": "uncreative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
1,
2,
4,
2,
2,
3
],
"soundness": [
2,
2,
3,
3,
2,
3
],
"presentation": [
2,
2,
3,
3,
2,
3
],
"overall_score": [
3,
3,
6,
5,
3,
3
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.3333333333333335,
"soundness_mean": 2.5,
"presentation_mean": 2.5,
"overall_score_mean": 3.8333333333333335
} | 1,234 | train |
CreativeEval | 3NnfJnbJT2 | 3NnfJnbJT2 | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "When faced with a very large training dataset, it can be advantageous to train models on a carefully chosen subset. This approach is useful not only when resource constraints make it ... | {
"paper_id": "3NnfJnbJT2",
"cohort_label": "creative",
"pairing_group": "9",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
4,
2,
3
],
"soundness": [
3,
4,
2,
3
],
"presentation": [
3,
3,
1,
4
],
"overall_score": [
8,
8,
6,
6
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 3,
"soundness_mean": 3,
"presentation_mean": 2.75,
"overall_score_mean": 7
} | 1,234 | train |
CreativeEval | 3QR230r11w | 3QR230r11w | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "To address humanity's most pressing challenges—such as the climate crisis, pandemics, and antibiotic resistance—new scientific breakthroughs are essential. For example, advances in ma... | {
"paper_id": "3QR230r11w",
"cohort_label": "uncreative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
4,
3,
2,
1
],
"soundness": [
3,
3,
2,
2
],
"presentation": [
4,
3,
2,
2
],
"overall_score": [
8,
6,
5,
3
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.5,
"soundness_mean": 2.5,
"presentation_mean": 2.75,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 3ROGsTX3IR | 3ROGsTX3IR | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Feature learning refers to the process by which useful representations are automatically inferred from data rather than manually engineered, and it is widely credited with driving the... | {
"paper_id": "3ROGsTX3IR",
"cohort_label": "creative",
"pairing_group": "5",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
2,
3,
4,
2,
2
],
"soundness": [
3,
2,
3,
3,
2
],
"presentation": [
3,
4,
2,
3,
1
],
"overall_score": [
6,
6,
8,
6,
3
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.6,
"soundness_mean": 2.6,
"presentation_mean": 2.6,
"overall_score_mean": 5.8
} | 1,234 | train |
CreativeEval | 3VD4PNEt5q | 3VD4PNEt5q | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "3D object detection is essential for autonomous vehicles, which rely on camera and LiDAR sensors to predict the location, size, and types of surrounding objects. Models that fuse came... | {
"paper_id": "3VD4PNEt5q",
"cohort_label": "creative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
3,
3
],
"soundness": [
3,
3,
3,
2
],
"presentation": [
3,
2,
4,
3
],
"overall_score": [
8,
6,
6,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 2.75,
"presentation_mean": 3,
"overall_score_mean": 6.25
} | 1,234 | train |
CreativeEval | 3cE6NKYy8x | 3cE6NKYy8x | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "Graph Anomaly Detection (GAD) focuses on identifying nodes in a graph whose characteristics differ significantly from those of other nodes. Many real-world data sets—including social ... | {
"paper_id": "3cE6NKYy8x",
"cohort_label": "uncreative",
"pairing_group": "6",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
4,
3,
2,
2
],
"soundness": [
3,
3,
2,
2
],
"presentation": [
4,
3,
3,
3
],
"overall_score": [
8,
6,
5,
3
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.75,
"soundness_mean": 2.5,
"presentation_mean": 3.25,
"overall_score_mean": 5.5
} | 1,234 | train |
CreativeEval | 3jXCF5dNpC | 3jXCF5dNpC | {
"task": "Predict multidimensional human evaluations of a research idea described by a paper introduction.",
"paper_introduction": "In the rapidly evolving field of artificial intelligence, large language models have become essential for understanding and generating natural language. As these models grow in size a... | {
"paper_id": "3jXCF5dNpC",
"cohort_label": "uncreative",
"pairing_group": "7",
"paper": "https://aclanthology.org/2026.eacl-long.297/",
"code": "https://github.com/lichun-19/creative_eval",
"source_dataset": "CreativeEval research ideation subset"
} | {
"contribution": [
3,
2,
2
],
"soundness": [
3,
2,
3
],
"presentation": [
4,
3,
4
],
"overall_score": [
8,
5,
5
]
} | {
"contribution": "Significance, originality, and potential impact of the proposed research idea.",
"soundness": "Technical validity of the idea and whether its proposed methodology supports its claims.",
"presentation": "Clarity, organization, and effectiveness with which the research idea is communicated.",
"... | {
"contribution_mean": 2.3333333333333335,
"soundness_mean": 2.6666666666666665,
"presentation_mean": 3.6666666666666665,
"overall_score_mean": 6
} | 1,234 | train |
End of preview. Expand in Data Studio
CreativeEval
Paper-grouped multidimensional research-ideation evaluation data from CreativeEval.
Contents
The release contains 1,026 complete paper rows. Each row contains a human-written research-paper introduction, the raw reviewer score arrays for provenance, and four mean prediction targets: contribution_mean, soundness_mean, presentation_mean, and overall_score_mean.
All four targets are derived from the human reviewer scores released with the paper. The raw reviewer arrays are retained for auditability and should not be provided as predictor inputs.
Split organization
Each seed has paper-grouped train, validation, and test splits. One paper introduction remains in exactly one split. There is no OOD split because CreativeEval does not define a clean unseen venue or paper collection.
| Seed | Train rows | Validation rows | Test rows |
|---|---|---|---|
| 42 | 718 | 103 | 205 |
| 1234 | 718 | 103 | 205 |
| 2026 | 718 | 103 | 205 |
The paper-group counts are 718 train, 103 validation, and 205 test papers for every seed.
Provenance
Paper: https://aclanthology.org/2026.eacl-long.297/ Original code and data: https://github.com/lichun-19/creative_eval
Rebuild with:
python data/creativeeval_quality/build_huggingface_dataset.py \
--source-file /path/to/research_ideation.json
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