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We propose a collective opinion formation model with a so-called confirmation bias. The confirmation bias is a psychological effect with which, in the context of opinion formation, an individual in favor of an opinion is prone to…

物理与社会 · 物理学 2013-06-24 Ryosuke Nishi , Naoki Masuda

With the rapid progress of multi-agent large language model (LLM) reasoning, how to effectively aggregate answers from multiple LLMs has emerged as a fundamental challenge. Standard majority voting treats all answers equally, failing to…

机器学习 · 计算机科学 2026-05-20 Rui Ai , Yuqi Pan , David Simchi-Levi , Milind Tambe , Haifeng Xu

Reinforcement Learning with Verifiable Rewards (RLVR) is commonly based on group sampling to estimate advantages and stabilize policy updates. In practice, computational limits often rule out very large groups, so training proceeds with…

How do humans respond to indirect social influence when making decisions? We analysed an experiment where subjects had to repeatedly guess the correct answer to factual questions, while having only aggregated information about the answers…

物理与社会 · 物理学 2013-02-12 Pavlin Mavrodiev , Claudio J. Tessone , Frank Schweitzer

Group decision-making often suffers from uneven information sharing, hindering decision quality. While large language models (LLMs) have been widely studied as aids for individuals, their potential to support groups of users, potentially as…

人机交互 · 计算机科学 2025-08-12 Mohammed Alsobay , David M. Rothschild , Jake M. Hofman , Daniel G. Goldstein

This paper investigates the voting behaviors of Large Language Models (LLMs), specifically GPT-4 and LLaMA-2, their biases, and how they align with human voting patterns. Our methodology involved using a dataset from a human voting…

计算与语言 · 计算机科学 2024-12-20 Joshua C. Yang , Damian Dailisan , Marcin Korecki , Carina I. Hausladen , Dirk Helbing

Coordinated inauthentic behavior is used as a tool on social media to shape public opinion by elevating or suppressing topics using systematic engagements -- e.g. through *likes* or similar reactions. In an honest world, reactions may be…

计算机与社会 · 计算机科学 2023-05-15 Laura Jahn , Rasmus K. Rendsvig , Jacob Stærk-Østergaard

The most widely used task fMRI analyses use parametric methods that depend on a variety of assumptions. While individual aspects of these fMRI models have been evaluated, they have not been evaluated in a comprehensive manner with empirical…

应用统计 · 统计学 2016-07-14 Anders Eklund , Thomas Nichols , Hans Knutsson

Proponents of participatory democracy praise Liquid Democracy: decisions are taken by referendum, but voters delegate their votes freely. When better informed voters are present, delegation can increase the probability of a correct…

综合经济学 · 经济学 2024-04-24 Victoria Mooers , Joseph Campbell , Alessandra Casella , Lucas de Lara , Dilip Ravindran

Multi-document summarization has received a great deal of attention in the past couple of decades. Several approaches have been proposed, many of which perform equally well and it is becoming in- creasingly difficult to choose one…

信息检索 · 计算机科学 2018-02-06 Parth Mehta , Prasenjit Majumder

Quality assurance remains a key topic in human computation research. Prior work indicates that majority voting is effective for low difficulty tasks, but has limitations for harder tasks. This paper explores two methods of addressing this…

社会与信息网络 · 计算机科学 2012-04-17 Yu-An Sun , Christopher Dance

Background: When planning a cluster randomized trial, evaluators often have access to an enumerated cohort representing the target population of clusters. Practicalities of conducting the trial, such as the need to oversample clusters with…

统计方法学 · 统计学 2024-09-19 Sarah E. Robertson , Jon A. Steingrimsson , Issa J. Dahabreh

Decisions by humans depend on their estimations given some uncertain sensory data. These decisions can also be influenced by the behavior of others. Here we present a mathematical model to quantify this influence, inviting a further study…

物理与社会 · 物理学 2012-09-25 Gabriel Madirolas , Alfonso Perez-Escudero , Gonzalo G. de Polavieja

We introduce an axiomatic approach to group recommendations, in line of previous work on the axiomatic treatment of trust-based recommendation systems, ranking systems, and other foundational work on the axiomatic approach to internet…

社会与信息网络 · 计算机科学 2017-07-28 Omer Lev , Moshe Tennenholtz

We study the problem of distributed cooperative learning, where a group of agents seeks to agree on a set of hypotheses that best describes a sequence of private observations. In the scenario where the set of hypotheses is large, we propose…

机器学习 · 计算机科学 2021-09-22 Mohammad Taha Toghani , César A. Uribe

Conversational Swarm Intelligence (CSI) is a new technology that enables human groups of potentially any size to hold real-time deliberative conversations online. Modeled on the dynamics of biological swarms, CSI aims to optimize group…

人机交互 · 计算机科学 2024-12-30 Louis Rosenberg , Gregg Willcox , Hans Schumann

Computer modeling of human decision making is of large importance for, e.g., sustainable transport, urban development, and online recommendation systems. In this paper we present a model for predicting the behavior of an individual during a…

人工智能 · 计算机科学 2021-01-18 Chenda Zhang , Hedvig Kjellström

LLM-as-a-Judge, which generates chain-of-thought (CoT) judgments, has become a widely adopted auto-evaluation method. However, its reliability is compromised by the CoT reasoning's inability to capture comprehensive and deeper details,…

计算与语言 · 计算机科学 2025-04-08 Qiyuan Zhang , Yufei Wang , Yuxin Jiang , Liangyou Li , Chuhan Wu , Yasheng Wang , Xin Jiang , Lifeng Shang , Ruiming Tang , Fuyuan Lyu , Chen Ma

Conversational Question Answering (ConvQA) models aim at answering a question with its relevant paragraph and previous question-answer pairs that occurred during conversation multiple times. To apply such models to a real-world scenario,…

计算与语言 · 计算机科学 2023-02-13 Soyeong Jeong , Jinheon Baek , Sung Ju Hwang , Jong C. Park

A good automatic evaluation metric for language generation ideally correlates highly with human judgements of text quality. Yet, there is a dearth of such metrics, which inhibits the rapid and efficient progress of language generators. One…

计算与语言 · 计算机科学 2023-06-30 Tiago Pimentel , Clara Meister , Ryan Cotterell
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