Research map / Large language models / AI and society
News Verification by Exploiting Conflicting Social Viewpoints in Microblogs
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| propagate credibility over network with supporting and opposing links from conflicting viewpoints | propagation-based news verification (Jin 2014) · Sina Weibo news | accuracy: 0.801 -> 0.84 | Helped |
| propagate credibility across inter-tweet links instead of tweet-level classification | Kwon(2013) tweet classifier · Sina Weibo news | accuracy: 0.787 -> 0.84 | Helped |
| use conflicting viewpoint links for early detection with 12h delay | Jin(2014) · Sina Weibo early detection | accuracy: 0.657 -> 0.76 | Helped |
| vary topic number K from 3 to 25 (ablation) | CPCV · Sina Weibo news | accuracy: 0.82 to 0.84 | No clear effect |
| vary clustering threshold h from 0.7 to 1.2 (ablation) | CPCV · Sina Weibo news | accuracy: 0.83 to 0.84 | No clear effect |
| set regularization mu high (0.99) to weight links over initial values (ablation) | CPCV · Sina Weibo news | accuracy | Helped |
Closest papers by meaning
- Contradicted in Reliable, Replicated in Unreliable: Dual-Source Reference for Fake News Early Detection (AAAI 2025 · similarity 0.86)
- Learning Complex Heterogeneous Multimodal Fake News via Social Latent Network Inference (AAAI 2025 · similarity 0.84)
- Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection (AAAI 2024 · similarity 0.83)
- Each Fake News Is Fake in Its Own Way: An Attribution Multi-Granularity Benchmark for Multimodal Fake News Detection (AAAI 2025 · similarity 0.83)
- Harnessing Network Effect for Fake News Mitigation: Selecting Debunkers via Self-Imitation Learning (AAAI 2024 · similarity 0.83)
- DAMMFND: Domain-Aware Multimodal Multi-view Fake News Detection (AAAI 2025 · similarity 0.82)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.