arXiv cs.AI· Affan Yasin, Yueqi Lyu, Rubia Fatima, Weinchen Zhong, Keyi Li·· 14 小时前AI 评分27
Same Story, Different Lens：一个跨媒体新闻框架分析的多智能体系统
Same Story, Different Lens: A Multi-Agent System for Cross-Outlet News Framing Analysis
AI 导读
研究原型 Same Story, Different Lens 用三个模型智能体分别负责文章分析、来源支持度评估和跨媒体简报生成，对 17 家媒体的世界与政治报道按同一事件聚类，输出情感、政治倾向、框架、倾向性用语、可能遗漏及事实与观点比例的结构化分析。
正文 · 原文
Abstract:News outlets covering the same event differ in what they emphasize and omit. \textit{Same Story, Different Lens} is an experimental research prototype for comparing these choices. It collects world and politics coverage from 17 outlets, groups reports about the same event, and produces structured analyses of sentiment, political lean, framing, loaded language, possible omissions, and model-estimated proportions of factual claims and opinion. Loaded-language entries include quotations and neutral rewordings. Three model roles (agents) handle article analysis, assessment of source support, and cross-outlet briefing generation. Analyses are stored in a JSONL archive. The evaluation compares outlet-level lean estimates with approximate, predefined reference ratings and summarizes the Critic's model-assigned grounding scores. These measures provide preliminary diagnostics. A grounding score reflects the model's assessment of support in the supplied text and does not establish factual accuracy or constitute independent verification.
| Comments: | The projects source code is available in the GitHub repository. Link: this https URL |
| Subjects: | Artificial Intelligence (cs.AI) |
| Cite as: | arXiv:2610.35208 [cs.AI] |
| (or arXiv:2610.35208v1 [cs.AI] for this version) | |
| https://doi.org/10.48550/arXiv.2610.35208 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: Affan Yasin Dr. [view email]
[v1]
Mon, 26 Oct 2026 10:58:48 UTC (9,172 KB)
来源：arXiv cs.AI · arxiv.org