Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation | Paper Citation Record

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This paper cites Findings of the Association for Computational Linguistics: ACL 2026 , pages=.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Findings of the Association for Computational Linguistics: ACL 2026 , pages=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , publisher=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Advances in neural information processing systems , volume=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Distilling the Knowledge in a Neural Network

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation SciPIP: An LLM-based Scientific Paper Idea Proposer

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Findings of the Association for Computational Linguistics: EMNLP 2025 , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluation

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the CHI Conference on Human Factors in Computing Systems , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the ACM Conference , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of NAACL 2025 , year=

Reference 13

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Sparks of Science: Hypothesis Generation Using Structured Paper Data

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2026 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2025 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2025 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2026 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2025 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2026 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Nature , year =

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the AAAI Conference on Artificial Intelligence , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the AAAI Conference on Artificial Intelligence , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the AAAI Conference on Artificial Intelligence , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the AAAI Conference on Artificial Intelligence , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the AAAI Conference on Artificial Intelligence , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2025 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation SciMON: Scientific Inspiration Machines Optimized for Novelty , url=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2026 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2026 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2025 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2025 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2511.07448 , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation 2024 , eprint=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Toward Generalist Autonomous Research via Hypothesis-Tree Refinement

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation AIDE: AI-Driven Exploration in the Space of Code

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation MARS: Modular Agent with Reflective Search for Automated AI Research

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation DataMaster: Data-Centric Autonomous AI Research

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Advances in neural information processing systems , volume=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Advances in Neural Information Processing Systems , volume=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation PLOS ONE , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation ArXiv.org , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Contemporary Physics , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv (Cornell University) , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation ArXiv.org , year=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Learning to Discover at Test Time

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation International Joint Conference on Artificial Intelligence , pages=

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2504.11524 , year=

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Observation 381fefdb-2f3e-4d19-b494-8c33c3012c01 · outbound

This paper cites EXP-Bench: Can AI Conduct AI Research Experiments?.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation EXP-Bench: Can AI Conduct AI Research Experiments?

Reference 62

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Observation c8893c9c-f5a8-48e5-b149-f220dbffd467 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2601.12473 , year=

Reference 63

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Observation c6d91064-9406-4ec2-8ae2-fc0471265f31 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Entropy , volume=

Reference 64

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Observation 070a9a18-d123-49e0-a065-5a89e5fa197a · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation ICML 2025 Generative AI And Biology (GenBio) Workshop , year=

Reference 65

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Observation 22d36aa7-ea5d-470d-b067-b8beb3490adb · outbound

This paper cites ArXiv.org , year=.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation ArXiv.org , year=

Reference 66

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Observation e19ebc66-5f7d-4034-9c47-13f6c5f4cbb2 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv (Cornell University) , year=

Reference 67

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Observation ba30a67f-a21b-48b5-a817-4bccd02bc301 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation On the Limits of LLM-as-Judge for Scientific Novelty Assessment

Reference 68

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Observation 7534f46e-7fa3-4bc2-b57a-3b078341c651 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Automated Creativity Evaluation for Large Language Models: A Reference-Based Approach

Reference 69

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Observation 72439531-ebbb-4c85-974d-677ff006b278 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Do LLMs Agree on the Creativity Evaluation of Alternative Uses?

Reference 70

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Observation d97aa0a9-25d9-4619-80ab-0762a02b2f14 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the Fourth Workshop on Generation, Evaluation and Metrics (GEM ^2 ) , pages=

Reference 71

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Observation 35323926-b3a1-4108-8cfc-fd5828a39337 · outbound

This paper cites not novel enough.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation not novel enough

Reference 72

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Observation be438de8-aecc-48c7-958a-1cd2085ac3e3 · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.278989Z

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Observation 7dc55b82-9429-414d-af7b-b38b6c7f4db6 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2601.08901 , year=

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.283229Z

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Observation a034afc7-70cf-43f5-94a0-600d4de477c6 · outbound

This paper cites an unresolved cited work.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Unresolved cited work

Reference 75

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Observation 8371691e-d487-4b39-93d8-15874d039983 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2505.19236 , year=

Reference 76

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Observation edaf9a1a-8c92-46f6-875d-c29368840fea · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2601.13537 , year=

Reference 77

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Observation 7b8d0087-f048-478f-beee-80df556dfe7f · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2602.13855 , year=

Reference 78

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Observation e5a135c4-bcd5-4e30-8a50-bea48bffe8e1 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation FirstResearch: Auditable Question Formation for LLM Scientific Discovery Agents

Reference 79

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Observation d3a7f879-80be-4221-b745-69c01ec0c59a · outbound

This paper cites SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones?.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones?

Reference 80

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Observation 8e308316-6864-4a9a-a239-c88486ba6395 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation arXiv preprint arXiv:2601.07606 , year=

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.309826Z

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Observation 5db08931-80c8-4f6e-9d1c-2261cee85a17 · outbound

This paper cites Proceedings of the 31st International Conference on Computational Linguistics , pages=.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the 31st International Conference on Computational Linguistics , pages=

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.313330Z

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Observation c4710635-19a2-4488-a393-6ce05328b671 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 1: Main Conference) , pages=

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.316880Z

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Observation 01c33efc-c0bd-4691-9fa0-c59c84b6e3fd · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Toward Robust LLM-Based Judges: Taxonomic Bias Evaluation and Debiasing Optimization

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.320538Z

Source-reported events for the cited work

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Observation 48d399b7-477c-41bc-9ddd-71b6cb42f5bc · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Advances in Neural Information Processing Systems , volume=

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.325252Z

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Observation eebfff26-99f5-4fc9-8d6e-25a80d45bf78 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation International Conference on Learning Representations , volume=

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.329060Z

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Observation bb325beb-789b-47a9-b0b7-080155e0cb21 · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Unresolved cited work

Reference 87

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Observation 7cd8f08e-1527-498f-8e04-6ba3b243bddd · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Contemporary AI lacks the imagination to diverge or negate in science

Reference 88

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Observation 0d75b5c1-d643-41ea-8f26-c952bc85e85a · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Findings of the Association for Computational Linguistics: ACL 2026 , pages=

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.340625Z

Source-reported events for the cited work

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Observation 419af83c-1f24-4bdb-afef-7510094db87a · outbound

This paper cites Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.344816Z

Source-reported events for the cited work

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Observation 9918f821-c34f-4d17-89c2-4090ffaf1725 · outbound

This paper cites LabGuard: Grounding Natural-Language Laboratory Rules into Runtime Guards for Embodied Laboratory Agents.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation LabGuard: Grounding Natural-Language Laboratory Rules into Runtime Guards for Embodied Laboratory Agents

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.348297Z

Source-reported events for the cited work

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Observation e434a99c-d87e-4b50-af41-1388b71fefff · outbound

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Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation Parametric Memory Decoding for Zero-Shot Routing in LoRA-Based External Parametric Memory

Reference 92

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