Eliciting informative text evaluations with large language models

Y Lu, S Xu, Y Zhang, Y Kong… - Proceedings of the 25th …, 2024 - dl.acm.org
Peer prediction mechanisms motivate high-quality feedback with provable guarantees.
However, current methods only apply to rather simple reports, like multiple-choice or scalar …

AgentReview: Exploring Peer Review Dynamics with LLM Agents

Y Jin, Q Zhao, Y Wang, H Chen, K Zhu, Y Xiao… - arXiv preprint arXiv …, 2024 - arxiv.org
Peer review is fundamental to the integrity and advancement of scientific publication.
Traditional methods of peer review analyses often rely on exploration and statistics of …

The Surprising Effectiveness of SP Voting with Partial Preferences

H Hosseini, D Mandal, A Puhan - arXiv preprint arXiv:2406.00870, 2024 - arxiv.org
We consider the problem of recovering the ground truth ordering (ranking, top-$ k $, or
others) over a large number of alternatives. The wisdom of crowd is a heuristic approach …

Surprisingly Popular Voting for Concentric Rank-Order Models

H Hosseini, D Mandal, A Puhan - arXiv preprint arXiv:2411.08367, 2024 - arxiv.org
An important problem on social information sites is the recovery of ground truth from
individual reports when the experts are in the minority. The wisdom of the crowd, ie the …